In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
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"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7fb3184003c8>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7fb318326f98>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
real_dim = (image_width, image_height, image_channels)
inputs_real = tf.placeholder(tf.float32, (None, *real_dim), name='input_real')
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
learning_rate = tf.placeholder(tf.float32, None, name='learning_rate')
return inputs_real, inputs_z, learning_rate
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the generator, tensor logits of the generator).
def LeakyReLU(x, alpha=0.2):
return tf.maximum(alpha * x, x)
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param image: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
# Using dropouts in discrimnator so as to weaken it's learning model for the data distribution
# as well as help generalise better.
keep_probability = 0.8
with tf.variable_scope('discriminator', reuse=reuse):
# Input layer is 28x28x1 for MNIST or 28x28x3 for CelebA
# This is the 1st layer
# No batch normalization on first layer
x1 = tf.layers.conv2d(images, 128, 5, strides=2, padding='same',
kernel_initializer=tf.contrib.layers.xavier_initializer())
x1 = tf.nn.dropout(x1, keep_probability)
relu1 = LeakyReLU(x1)
# 14x14x128 now
#print('discriminator x1 shape ', x1.shape)
# This is the 2nd layer
x2 = tf.layers.conv2d(relu1, 256, 5, strides=2, padding='same',
kernel_initializer=tf.contrib.layers.xavier_initializer())
x2 = tf.nn.dropout(x2, keep_probability)
bn2 = tf.layers.batch_normalization(x2, training=True)
relu2 = LeakyReLU(bn2)
# 7x7x256 now
#print('discriminator x2 shape ', x2.shape)
# This is the 3rd layer
x3 = tf.layers.conv2d(relu2, 512, 5, strides=2, padding='same',
kernel_initializer=tf.contrib.layers.xavier_initializer())
x3 = tf.nn.dropout(x3, keep_probability)
bn3 = tf.layers.batch_normalization(x3, training=True)
relu3 = LeakyReLU(bn3)
# 4x4x512 now
#print('discriminator x3 shape ', x3.shape)
# This is the 4th fully-connected layer
# Flatten it
#flat = tf.reshape(relu2, (-1, 7*7*128)) before adding additional layer
flat = tf.reshape(relu3, (-1, 4*4*512))
logits = tf.layers.dense(flat, 1, kernel_initializer=tf.truncated_normal_initializer(stddev=0.02))
logits = tf.nn.dropout(logits, keep_probability)
out = tf.sigmoid(logits)
return out, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
keep_probability = 0.9 # eliminating dropout weakens generalization in Generator
# print(out_channel_dim) <- value of 5 in unit test
#output_dim = (28, 28, out_channel_dim)
with tf.variable_scope('generator', reuse=not is_train): # <- not sure if reuse during training
# 1st fully connected layer
x1 = tf.layers.dense(z, 7*7*512, kernel_initializer=tf.truncated_normal_initializer(stddev=0.02))
# Reshape it to start the convolutional stack
x1 = tf.reshape(x1, (-1, 7, 7, 256))
#x1 = tf.nn.dropout(x1, keep_probability)
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = LeakyReLU(x1)
# 7x7x512 now
# This is the 2nd layer
x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=2, padding='same',
kernel_initializer=tf.contrib.layers.xavier_initializer())
#x2 = tf.nn.dropout(x2, keep_probability)
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = LeakyReLU(x2)
# 14x14x256 now
# This is the 3rd layer
x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same',
kernel_initializer=tf.contrib.layers.xavier_initializer())
#x3 = tf.nn.dropout(x3, keep_probability)
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = LeakyReLU(x3)
# 28x28x128 now
# This is the 4th, output layer
# stides=1 because no upscaling
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=1, padding='same',
kernel_initializer=tf.contrib.layers.xavier_initializer())
#logits = tf.nn.dropout(logits, keep_probability)
# 28x28xout_channel_dim now
out = tf.tanh(logits)
return out
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
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"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
# Get weights and bias to update
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
#print(data_shape) # <- (6000, 28, 28, 1) for MNIST training
#print(data_image_mode) # <- "L" for MNIST training
if (data_image_mode == "L"):
out_channel_dim=1
else:
out_channel_dim=3
#tf.reset_default_graph()
# model_inputs(image_width, image_height, image_channels, z_dim)
input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
lr = learning_rate
d_loss, g_loss = model_loss(input_real, input_z, out_channel_dim)
d_opt, g_opt = model_opt(d_loss, g_loss, lr, beta1)
print_every=10
show_every=100
samples, losses = [], []
steps=0
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
steps += 1
# print(batch_images.shape) # <- (128, 28, 28, 1) for MNIST
#batch_images = batch_images.reshape(batch_size, data_shape[1], data_shape[2], data_shape[3])
# The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5
# of 28x28 dimensional images.
batch_images = batch_images * 2
# Sample random noise for G
batch_z=np.random.uniform(-1, 1, size=(batch_size, z_dim))
# Run optimizers
_ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z})
_ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images})
#_ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images}) saw suggestion to run 2x
if steps % print_every == 0:
# At the end of each epoch, get the losses and print them out
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epochs),
"Discriminator Loss: {:.4f} ...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
# Save losses to view after training
losses.append((train_loss_d, train_loss_g))
if steps % show_every == 0:
#show_generator_output(sess, 1, input_z, data_shape[3], data_image_mode)
show_generator_output(sess, 9, input_z, data_shape[3], data_image_mode)
# show images at end of training
#show_generator_output(sess, 1, input_z, data_shape[3], data_image_mode)
show_generator_output(sess, 9, input_z, data_shape[3], data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 64
z_dim = 100
learning_rate = 0.002
beta1 = 0.1
# https://discussions.udacity.com/t/project-facegeneration-indexerror-list-index-out-of-range/246401
tf.reset_default_graph()
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.2654 ... Generator Loss: 32.2275 Epoch 1/2... Discriminator Loss: 0.3249 ... Generator Loss: 26.9800 Epoch 1/2... Discriminator Loss: 0.2816 ... Generator Loss: 29.3915 Epoch 1/2... Discriminator Loss: 5.3296 ... Generator Loss: 6.7937 Epoch 1/2... Discriminator Loss: 2.1493 ... Generator Loss: 6.5792 Epoch 1/2... Discriminator Loss: 9.1840 ... Generator Loss: 25.9268 Epoch 1/2... Discriminator Loss: 0.6548 ... Generator Loss: 1.7897 Epoch 1/2... Discriminator Loss: 1.2082 ... Generator Loss: 8.7612 Epoch 1/2... Discriminator Loss: 0.5177 ... Generator Loss: 3.7103 Epoch 1/2... Discriminator Loss: 1.4380 ... Generator Loss: 3.6875
Epoch 1/2... Discriminator Loss: 1.3329 ... Generator Loss: 2.5693 Epoch 1/2... Discriminator Loss: 2.5640 ... Generator Loss: 5.0681 Epoch 1/2... Discriminator Loss: 2.5882 ... Generator Loss: 2.6396 Epoch 1/2... Discriminator Loss: 1.5877 ... Generator Loss: 1.5120 Epoch 1/2... Discriminator Loss: 1.9613 ... Generator Loss: 1.4544 Epoch 1/2... Discriminator Loss: 1.7848 ... Generator Loss: 0.5033 Epoch 1/2... Discriminator Loss: 1.5491 ... Generator Loss: 0.5930 Epoch 1/2... Discriminator Loss: 1.4484 ... Generator Loss: 1.2203 Epoch 1/2... Discriminator Loss: 0.9405 ... Generator Loss: 1.0150 Epoch 1/2... Discriminator Loss: 0.9409 ... Generator Loss: 2.5434
Epoch 1/2... Discriminator Loss: 1.0912 ... Generator Loss: 1.1021 Epoch 1/2... Discriminator Loss: 1.6363 ... Generator Loss: 0.4267 Epoch 1/2... Discriminator Loss: 2.3692 ... Generator Loss: 0.2945 Epoch 1/2... Discriminator Loss: 2.1856 ... Generator Loss: 0.2709 Epoch 1/2... Discriminator Loss: 1.1055 ... Generator Loss: 1.3071 Epoch 1/2... Discriminator Loss: 1.4402 ... Generator Loss: 1.2880 Epoch 1/2... Discriminator Loss: 1.6654 ... Generator Loss: 0.4360 Epoch 1/2... Discriminator Loss: 1.4509 ... Generator Loss: 0.4542 Epoch 1/2... Discriminator Loss: 1.5587 ... Generator Loss: 0.5217 Epoch 1/2... Discriminator Loss: 1.6968 ... Generator Loss: 0.4342
Epoch 1/2... Discriminator Loss: 1.5483 ... Generator Loss: 0.4395 Epoch 1/2... Discriminator Loss: 1.3796 ... Generator Loss: 0.6631 Epoch 1/2... Discriminator Loss: 1.7698 ... Generator Loss: 0.4508 Epoch 1/2... Discriminator Loss: 2.1197 ... Generator Loss: 0.3147 Epoch 1/2... Discriminator Loss: 2.3250 ... Generator Loss: 0.2358 Epoch 1/2... Discriminator Loss: 1.4718 ... Generator Loss: 0.4611 Epoch 1/2... Discriminator Loss: 0.6841 ... Generator Loss: 1.2887 Epoch 1/2... Discriminator Loss: 1.2306 ... Generator Loss: 2.2898 Epoch 1/2... Discriminator Loss: 1.1506 ... Generator Loss: 1.8497 Epoch 1/2... Discriminator Loss: 0.8751 ... Generator Loss: 0.9558
Epoch 1/2... Discriminator Loss: 1.5784 ... Generator Loss: 1.3364 Epoch 1/2... Discriminator Loss: 1.4978 ... Generator Loss: 1.1486 Epoch 1/2... Discriminator Loss: 1.4928 ... Generator Loss: 1.6595 Epoch 1/2... Discriminator Loss: 1.1615 ... Generator Loss: 2.8096 Epoch 1/2... Discriminator Loss: 0.7983 ... Generator Loss: 1.0567 Epoch 1/2... Discriminator Loss: 1.1006 ... Generator Loss: 0.7524 Epoch 1/2... Discriminator Loss: 2.4836 ... Generator Loss: 0.2606 Epoch 1/2... Discriminator Loss: 1.4212 ... Generator Loss: 0.9790 Epoch 1/2... Discriminator Loss: 1.6233 ... Generator Loss: 2.1987 Epoch 1/2... Discriminator Loss: 1.4925 ... Generator Loss: 0.5120
Epoch 1/2... Discriminator Loss: 1.1186 ... Generator Loss: 0.8559 Epoch 1/2... Discriminator Loss: 1.4115 ... Generator Loss: 1.0557 Epoch 1/2... Discriminator Loss: 1.4767 ... Generator Loss: 1.4023 Epoch 1/2... Discriminator Loss: 1.1456 ... Generator Loss: 1.2576 Epoch 1/2... Discriminator Loss: 1.9574 ... Generator Loss: 1.3772 Epoch 1/2... Discriminator Loss: 1.6291 ... Generator Loss: 0.4809 Epoch 1/2... Discriminator Loss: 1.4197 ... Generator Loss: 0.8903 Epoch 1/2... Discriminator Loss: 1.3386 ... Generator Loss: 1.3950 Epoch 1/2... Discriminator Loss: 1.2415 ... Generator Loss: 1.0511 Epoch 1/2... Discriminator Loss: 1.3935 ... Generator Loss: 0.4840
Epoch 1/2... Discriminator Loss: 1.4066 ... Generator Loss: 0.9027 Epoch 1/2... Discriminator Loss: 1.2537 ... Generator Loss: 0.9032 Epoch 1/2... Discriminator Loss: 1.6710 ... Generator Loss: 1.5763 Epoch 1/2... Discriminator Loss: 1.2922 ... Generator Loss: 0.8645 Epoch 1/2... Discriminator Loss: 1.6379 ... Generator Loss: 1.7832 Epoch 1/2... Discriminator Loss: 1.5040 ... Generator Loss: 1.6985 Epoch 1/2... Discriminator Loss: 1.2859 ... Generator Loss: 0.6740 Epoch 1/2... Discriminator Loss: 1.3283 ... Generator Loss: 0.9822 Epoch 1/2... Discriminator Loss: 1.2895 ... Generator Loss: 1.0500 Epoch 1/2... Discriminator Loss: 1.4276 ... Generator Loss: 1.4086
Epoch 1/2... Discriminator Loss: 1.2529 ... Generator Loss: 0.9991 Epoch 1/2... Discriminator Loss: 1.2888 ... Generator Loss: 1.0349 Epoch 1/2... Discriminator Loss: 1.3230 ... Generator Loss: 0.8259 Epoch 1/2... Discriminator Loss: 1.4283 ... Generator Loss: 1.1442 Epoch 1/2... Discriminator Loss: 1.3894 ... Generator Loss: 0.9153 Epoch 1/2... Discriminator Loss: 1.3507 ... Generator Loss: 0.7992 Epoch 1/2... Discriminator Loss: 1.4154 ... Generator Loss: 0.6804 Epoch 1/2... Discriminator Loss: 1.2047 ... Generator Loss: 0.8473 Epoch 1/2... Discriminator Loss: 1.5258 ... Generator Loss: 1.2014 Epoch 1/2... Discriminator Loss: 1.3035 ... Generator Loss: 1.4701
Epoch 1/2... Discriminator Loss: 1.3496 ... Generator Loss: 0.9898 Epoch 1/2... Discriminator Loss: 1.2579 ... Generator Loss: 0.8580 Epoch 1/2... Discriminator Loss: 1.4216 ... Generator Loss: 1.2486 Epoch 1/2... Discriminator Loss: 1.3097 ... Generator Loss: 0.5803 Epoch 1/2... Discriminator Loss: 1.2845 ... Generator Loss: 1.0545 Epoch 1/2... Discriminator Loss: 1.6251 ... Generator Loss: 1.5960 Epoch 1/2... Discriminator Loss: 1.5169 ... Generator Loss: 0.5304 Epoch 1/2... Discriminator Loss: 1.7124 ... Generator Loss: 0.4419 Epoch 1/2... Discriminator Loss: 1.3658 ... Generator Loss: 0.7402 Epoch 1/2... Discriminator Loss: 1.3068 ... Generator Loss: 0.7198
Epoch 1/2... Discriminator Loss: 1.3892 ... Generator Loss: 1.0280 Epoch 1/2... Discriminator Loss: 1.4644 ... Generator Loss: 0.4730 Epoch 1/2... Discriminator Loss: 1.3640 ... Generator Loss: 1.0644 Epoch 2/2... Discriminator Loss: 1.3053 ... Generator Loss: 0.6800 Epoch 2/2... Discriminator Loss: 1.3524 ... Generator Loss: 0.5528 Epoch 2/2... Discriminator Loss: 1.3248 ... Generator Loss: 0.7206 Epoch 2/2... Discriminator Loss: 1.5889 ... Generator Loss: 1.0679 Epoch 2/2... Discriminator Loss: 1.3587 ... Generator Loss: 0.9260 Epoch 2/2... Discriminator Loss: 1.3622 ... Generator Loss: 0.9587 Epoch 2/2... Discriminator Loss: 1.6212 ... Generator Loss: 0.4174
Epoch 2/2... Discriminator Loss: 1.6474 ... Generator Loss: 0.3855 Epoch 2/2... Discriminator Loss: 1.2334 ... Generator Loss: 0.8640 Epoch 2/2... Discriminator Loss: 1.3971 ... Generator Loss: 1.2259 Epoch 2/2... Discriminator Loss: 1.4524 ... Generator Loss: 1.2395 Epoch 2/2... Discriminator Loss: 1.2545 ... Generator Loss: 0.8635 Epoch 2/2... Discriminator Loss: 1.7643 ... Generator Loss: 1.5426 Epoch 2/2... Discriminator Loss: 1.2616 ... Generator Loss: 0.7156 Epoch 2/2... Discriminator Loss: 1.1939 ... Generator Loss: 1.0712 Epoch 2/2... Discriminator Loss: 1.3122 ... Generator Loss: 0.9129 Epoch 2/2... Discriminator Loss: 1.3016 ... Generator Loss: 0.8461
Epoch 2/2... Discriminator Loss: 1.2335 ... Generator Loss: 0.7823 Epoch 2/2... Discriminator Loss: 1.4391 ... Generator Loss: 0.8597 Epoch 2/2... Discriminator Loss: 1.4798 ... Generator Loss: 1.1860 Epoch 2/2... Discriminator Loss: 1.5141 ... Generator Loss: 0.4967 Epoch 2/2... Discriminator Loss: 1.2294 ... Generator Loss: 1.2751 Epoch 2/2... Discriminator Loss: 1.2925 ... Generator Loss: 0.8470 Epoch 2/2... Discriminator Loss: 1.3887 ... Generator Loss: 0.8447 Epoch 2/2... Discriminator Loss: 1.2415 ... Generator Loss: 0.9164 Epoch 2/2... Discriminator Loss: 1.4159 ... Generator Loss: 0.5319 Epoch 2/2... Discriminator Loss: 1.4441 ... Generator Loss: 0.5711
Epoch 2/2... Discriminator Loss: 1.2291 ... Generator Loss: 0.7347 Epoch 2/2... Discriminator Loss: 1.5470 ... Generator Loss: 0.5039 Epoch 2/2... Discriminator Loss: 1.3293 ... Generator Loss: 0.7317 Epoch 2/2... Discriminator Loss: 1.5243 ... Generator Loss: 1.2103 Epoch 2/2... Discriminator Loss: 1.2003 ... Generator Loss: 0.6964 Epoch 2/2... Discriminator Loss: 1.3351 ... Generator Loss: 0.9946 Epoch 2/2... Discriminator Loss: 1.2781 ... Generator Loss: 0.9758 Epoch 2/2... Discriminator Loss: 1.4695 ... Generator Loss: 0.5243 Epoch 2/2... Discriminator Loss: 1.3557 ... Generator Loss: 0.7470 Epoch 2/2... Discriminator Loss: 1.3806 ... Generator Loss: 0.5879
Epoch 2/2... Discriminator Loss: 1.2527 ... Generator Loss: 0.8207 Epoch 2/2... Discriminator Loss: 1.3989 ... Generator Loss: 0.6296 Epoch 2/2... Discriminator Loss: 1.2521 ... Generator Loss: 0.7430 Epoch 2/2... Discriminator Loss: 1.3752 ... Generator Loss: 0.8797 Epoch 2/2... Discriminator Loss: 1.3221 ... Generator Loss: 0.5521 Epoch 2/2... Discriminator Loss: 1.3906 ... Generator Loss: 0.7090 Epoch 2/2... Discriminator Loss: 1.3665 ... Generator Loss: 0.5245 Epoch 2/2... Discriminator Loss: 1.4221 ... Generator Loss: 1.1836 Epoch 2/2... Discriminator Loss: 1.4232 ... Generator Loss: 0.8812 Epoch 2/2... Discriminator Loss: 1.4070 ... Generator Loss: 0.5004
Epoch 2/2... Discriminator Loss: 1.3105 ... Generator Loss: 0.6481 Epoch 2/2... Discriminator Loss: 1.7700 ... Generator Loss: 1.5341 Epoch 2/2... Discriminator Loss: 1.3397 ... Generator Loss: 0.7149 Epoch 2/2... Discriminator Loss: 1.3013 ... Generator Loss: 0.8510 Epoch 2/2... Discriminator Loss: 1.4162 ... Generator Loss: 0.5171 Epoch 2/2... Discriminator Loss: 1.3561 ... Generator Loss: 0.7049 Epoch 2/2... Discriminator Loss: 1.2675 ... Generator Loss: 1.0155 Epoch 2/2... Discriminator Loss: 1.2376 ... Generator Loss: 0.7446 Epoch 2/2... Discriminator Loss: 1.5035 ... Generator Loss: 0.7900 Epoch 2/2... Discriminator Loss: 1.4853 ... Generator Loss: 0.6786
Epoch 2/2... Discriminator Loss: 1.9902 ... Generator Loss: 0.3316 Epoch 2/2... Discriminator Loss: 1.2855 ... Generator Loss: 0.7777 Epoch 2/2... Discriminator Loss: 1.3971 ... Generator Loss: 0.5118 Epoch 2/2... Discriminator Loss: 1.2751 ... Generator Loss: 0.6417 Epoch 2/2... Discriminator Loss: 1.3346 ... Generator Loss: 0.5900 Epoch 2/2... Discriminator Loss: 1.3028 ... Generator Loss: 0.7231 Epoch 2/2... Discriminator Loss: 1.4732 ... Generator Loss: 1.2564 Epoch 2/2... Discriminator Loss: 1.3361 ... Generator Loss: 0.5928 Epoch 2/2... Discriminator Loss: 1.3212 ... Generator Loss: 0.8440 Epoch 2/2... Discriminator Loss: 1.3346 ... Generator Loss: 1.0383
Epoch 2/2... Discriminator Loss: 1.2521 ... Generator Loss: 0.9519 Epoch 2/2... Discriminator Loss: 1.3633 ... Generator Loss: 0.9404 Epoch 2/2... Discriminator Loss: 1.4340 ... Generator Loss: 1.2381 Epoch 2/2... Discriminator Loss: 1.2367 ... Generator Loss: 0.8209 Epoch 2/2... Discriminator Loss: 1.3002 ... Generator Loss: 0.8333 Epoch 2/2... Discriminator Loss: 1.3018 ... Generator Loss: 0.7130 Epoch 2/2... Discriminator Loss: 1.2569 ... Generator Loss: 0.7190 Epoch 2/2... Discriminator Loss: 1.3120 ... Generator Loss: 0.6445 Epoch 2/2... Discriminator Loss: 1.2952 ... Generator Loss: 0.9903 Epoch 2/2... Discriminator Loss: 1.3543 ... Generator Loss: 0.8057
Epoch 2/2... Discriminator Loss: 1.3730 ... Generator Loss: 0.6971 Epoch 2/2... Discriminator Loss: 1.4761 ... Generator Loss: 1.2379 Epoch 2/2... Discriminator Loss: 1.2958 ... Generator Loss: 0.9248 Epoch 2/2... Discriminator Loss: 1.3043 ... Generator Loss: 0.7310 Epoch 2/2... Discriminator Loss: 1.3589 ... Generator Loss: 1.1838 Epoch 2/2... Discriminator Loss: 1.2655 ... Generator Loss: 0.9062 Epoch 2/2... Discriminator Loss: 1.4499 ... Generator Loss: 1.0386 Epoch 2/2... Discriminator Loss: 1.3102 ... Generator Loss: 1.0121 Epoch 2/2... Discriminator Loss: 1.2955 ... Generator Loss: 0.8641 Epoch 2/2... Discriminator Loss: 1.3216 ... Generator Loss: 0.6781
Epoch 2/2... Discriminator Loss: 1.3608 ... Generator Loss: 0.7608 Epoch 2/2... Discriminator Loss: 1.3377 ... Generator Loss: 0.7715 Epoch 2/2... Discriminator Loss: 1.5852 ... Generator Loss: 0.4398 Epoch 2/2... Discriminator Loss: 1.2732 ... Generator Loss: 0.7907 Epoch 2/2... Discriminator Loss: 1.4000 ... Generator Loss: 1.1358 Epoch 2/2... Discriminator Loss: 1.2019 ... Generator Loss: 0.7687 Epoch 2/2... Discriminator Loss: 1.2216 ... Generator Loss: 0.7653
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.1
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 7
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/7... Discriminator Loss: 0.4713 ... Generator Loss: 3.9013 Epoch 1/7... Discriminator Loss: 0.5393 ... Generator Loss: 4.0696 Epoch 1/7... Discriminator Loss: 0.5885 ... Generator Loss: 3.2914 Epoch 1/7... Discriminator Loss: 1.1294 ... Generator Loss: 3.9136 Epoch 1/7... Discriminator Loss: 0.9016 ... Generator Loss: 3.8389 Epoch 1/7... Discriminator Loss: 0.8217 ... Generator Loss: 1.1937 Epoch 1/7... Discriminator Loss: 0.9056 ... Generator Loss: 1.4941 Epoch 1/7... Discriminator Loss: 0.7855 ... Generator Loss: 1.5963 Epoch 1/7... Discriminator Loss: 2.9813 ... Generator Loss: 0.2236 Epoch 1/7... Discriminator Loss: 0.6984 ... Generator Loss: 4.9919
Epoch 1/7... Discriminator Loss: 0.4409 ... Generator Loss: 2.6330 Epoch 1/7... Discriminator Loss: 0.9357 ... Generator Loss: 5.2556 Epoch 1/7... Discriminator Loss: 1.6038 ... Generator Loss: 4.9961 Epoch 1/7... Discriminator Loss: 3.7294 ... Generator Loss: 6.6898 Epoch 1/7... Discriminator Loss: 0.6209 ... Generator Loss: 1.4794 Epoch 1/7... Discriminator Loss: 2.0663 ... Generator Loss: 0.3924 Epoch 1/7... Discriminator Loss: 1.1817 ... Generator Loss: 0.6790 Epoch 1/7... Discriminator Loss: 0.8945 ... Generator Loss: 0.8799 Epoch 1/7... Discriminator Loss: 0.7201 ... Generator Loss: 1.3308 Epoch 1/7... Discriminator Loss: 1.6070 ... Generator Loss: 0.3786
Epoch 1/7... Discriminator Loss: 1.6508 ... Generator Loss: 0.4648 Epoch 1/7... Discriminator Loss: 2.2274 ... Generator Loss: 0.2588 Epoch 1/7... Discriminator Loss: 1.4058 ... Generator Loss: 0.5651 Epoch 1/7... Discriminator Loss: 1.3325 ... Generator Loss: 0.5434 Epoch 1/7... Discriminator Loss: 1.9060 ... Generator Loss: 0.3291 Epoch 1/7... Discriminator Loss: 1.5142 ... Generator Loss: 5.1636 Epoch 1/7... Discriminator Loss: 2.2582 ... Generator Loss: 3.5315 Epoch 1/7... Discriminator Loss: 0.8843 ... Generator Loss: 1.9896 Epoch 1/7... Discriminator Loss: 1.0612 ... Generator Loss: 2.7415 Epoch 1/7... Discriminator Loss: 1.1434 ... Generator Loss: 0.5962
Epoch 1/7... Discriminator Loss: 0.8376 ... Generator Loss: 1.0758 Epoch 1/7... Discriminator Loss: 0.4655 ... Generator Loss: 4.1071 Epoch 1/7... Discriminator Loss: 0.6216 ... Generator Loss: 1.4840 Epoch 1/7... Discriminator Loss: 0.4112 ... Generator Loss: 2.2271 Epoch 1/7... Discriminator Loss: 0.9110 ... Generator Loss: 1.0538 Epoch 1/7... Discriminator Loss: 0.6438 ... Generator Loss: 2.6285 Epoch 1/7... Discriminator Loss: 1.3481 ... Generator Loss: 0.7775 Epoch 1/7... Discriminator Loss: 1.0942 ... Generator Loss: 0.6925 Epoch 1/7... Discriminator Loss: 1.6282 ... Generator Loss: 4.7294 Epoch 1/7... Discriminator Loss: 0.9818 ... Generator Loss: 1.1558
Epoch 1/7... Discriminator Loss: 0.7890 ... Generator Loss: 1.1326 Epoch 1/7... Discriminator Loss: 1.3001 ... Generator Loss: 0.6169 Epoch 1/7... Discriminator Loss: 0.6504 ... Generator Loss: 1.3371 Epoch 1/7... Discriminator Loss: 0.5839 ... Generator Loss: 1.4342 Epoch 1/7... Discriminator Loss: 1.0082 ... Generator Loss: 1.7498 Epoch 1/7... Discriminator Loss: 2.1116 ... Generator Loss: 2.9668 Epoch 1/7... Discriminator Loss: 1.2447 ... Generator Loss: 0.6714 Epoch 1/7... Discriminator Loss: 0.6554 ... Generator Loss: 1.8945 Epoch 1/7... Discriminator Loss: 0.4713 ... Generator Loss: 3.5441 Epoch 1/7... Discriminator Loss: 1.2293 ... Generator Loss: 0.5851
Epoch 1/7... Discriminator Loss: 1.8688 ... Generator Loss: 0.4120 Epoch 1/7... Discriminator Loss: 0.6167 ... Generator Loss: 2.8166 Epoch 1/7... Discriminator Loss: 0.7463 ... Generator Loss: 3.8027 Epoch 1/7... Discriminator Loss: 1.1147 ... Generator Loss: 1.6056 Epoch 1/7... Discriminator Loss: 0.9710 ... Generator Loss: 2.7370 Epoch 1/7... Discriminator Loss: 1.1211 ... Generator Loss: 0.7025 Epoch 1/7... Discriminator Loss: 1.0313 ... Generator Loss: 0.8168 Epoch 1/7... Discriminator Loss: 0.6679 ... Generator Loss: 1.4238 Epoch 1/7... Discriminator Loss: 0.5026 ... Generator Loss: 2.8807 Epoch 1/7... Discriminator Loss: 0.9945 ... Generator Loss: 0.7373
Epoch 1/7... Discriminator Loss: 0.8261 ... Generator Loss: 1.0580 Epoch 1/7... Discriminator Loss: 0.9606 ... Generator Loss: 0.8296 Epoch 1/7... Discriminator Loss: 0.6238 ... Generator Loss: 1.2102 Epoch 1/7... Discriminator Loss: 1.9954 ... Generator Loss: 0.2635 Epoch 1/7... Discriminator Loss: 1.1260 ... Generator Loss: 0.7617 Epoch 1/7... Discriminator Loss: 0.9508 ... Generator Loss: 0.8455 Epoch 1/7... Discriminator Loss: 1.2919 ... Generator Loss: 0.4965 Epoch 1/7... Discriminator Loss: 1.0039 ... Generator Loss: 1.1031 Epoch 1/7... Discriminator Loss: 1.1475 ... Generator Loss: 0.6389 Epoch 1/7... Discriminator Loss: 0.5013 ... Generator Loss: 1.7711
Epoch 1/7... Discriminator Loss: 1.2488 ... Generator Loss: 2.0340 Epoch 1/7... Discriminator Loss: 0.8642 ... Generator Loss: 4.0315 Epoch 1/7... Discriminator Loss: 1.1876 ... Generator Loss: 0.5735 Epoch 1/7... Discriminator Loss: 1.3841 ... Generator Loss: 1.8713 Epoch 1/7... Discriminator Loss: 0.5575 ... Generator Loss: 1.9560 Epoch 1/7... Discriminator Loss: 0.7431 ... Generator Loss: 1.6246 Epoch 1/7... Discriminator Loss: 1.0602 ... Generator Loss: 0.7740 Epoch 1/7... Discriminator Loss: 1.4195 ... Generator Loss: 0.5007 Epoch 1/7... Discriminator Loss: 1.2572 ... Generator Loss: 0.6418 Epoch 1/7... Discriminator Loss: 0.4804 ... Generator Loss: 2.5659
Epoch 1/7... Discriminator Loss: 0.7702 ... Generator Loss: 2.4004 Epoch 1/7... Discriminator Loss: 1.5316 ... Generator Loss: 2.6433 Epoch 1/7... Discriminator Loss: 0.9009 ... Generator Loss: 0.8225 Epoch 1/7... Discriminator Loss: 0.5895 ... Generator Loss: 1.6727 Epoch 1/7... Discriminator Loss: 1.6999 ... Generator Loss: 0.3394 Epoch 1/7... Discriminator Loss: 1.3212 ... Generator Loss: 1.6049 Epoch 1/7... Discriminator Loss: 0.6368 ... Generator Loss: 2.0648 Epoch 1/7... Discriminator Loss: 0.5940 ... Generator Loss: 1.5543 Epoch 1/7... Discriminator Loss: 1.9397 ... Generator Loss: 0.3201 Epoch 1/7... Discriminator Loss: 0.8092 ... Generator Loss: 1.2448
Epoch 1/7... Discriminator Loss: 1.5135 ... Generator Loss: 2.4910 Epoch 1/7... Discriminator Loss: 1.8981 ... Generator Loss: 0.2961 Epoch 1/7... Discriminator Loss: 0.6094 ... Generator Loss: 1.5997 Epoch 1/7... Discriminator Loss: 1.1552 ... Generator Loss: 2.5899 Epoch 1/7... Discriminator Loss: 0.7654 ... Generator Loss: 2.9577 Epoch 1/7... Discriminator Loss: 0.7325 ... Generator Loss: 2.6202 Epoch 1/7... Discriminator Loss: 1.1471 ... Generator Loss: 0.7816 Epoch 1/7... Discriminator Loss: 1.2702 ... Generator Loss: 0.7774 Epoch 1/7... Discriminator Loss: 0.7768 ... Generator Loss: 2.3073 Epoch 1/7... Discriminator Loss: 0.8769 ... Generator Loss: 0.9705
Epoch 1/7... Discriminator Loss: 0.4637 ... Generator Loss: 3.3212 Epoch 1/7... Discriminator Loss: 1.1032 ... Generator Loss: 0.6972 Epoch 1/7... Discriminator Loss: 1.5112 ... Generator Loss: 0.9645 Epoch 1/7... Discriminator Loss: 1.2864 ... Generator Loss: 1.0553 Epoch 1/7... Discriminator Loss: 1.3373 ... Generator Loss: 0.7768 Epoch 1/7... Discriminator Loss: 0.8071 ... Generator Loss: 2.6658 Epoch 1/7... Discriminator Loss: 0.6634 ... Generator Loss: 1.8255 Epoch 1/7... Discriminator Loss: 0.9243 ... Generator Loss: 0.8264 Epoch 1/7... Discriminator Loss: 1.3741 ... Generator Loss: 0.7707 Epoch 1/7... Discriminator Loss: 0.9191 ... Generator Loss: 0.9971
Epoch 1/7... Discriminator Loss: 0.8378 ... Generator Loss: 0.7400 Epoch 1/7... Discriminator Loss: 1.9486 ... Generator Loss: 0.3474 Epoch 1/7... Discriminator Loss: 0.8483 ... Generator Loss: 1.4719 Epoch 1/7... Discriminator Loss: 0.7850 ... Generator Loss: 2.9565 Epoch 1/7... Discriminator Loss: 1.2171 ... Generator Loss: 0.5716 Epoch 1/7... Discriminator Loss: 2.6744 ... Generator Loss: 3.0036 Epoch 1/7... Discriminator Loss: 0.4671 ... Generator Loss: 3.1776 Epoch 1/7... Discriminator Loss: 1.2025 ... Generator Loss: 0.8965 Epoch 1/7... Discriminator Loss: 0.9846 ... Generator Loss: 0.7775 Epoch 1/7... Discriminator Loss: 0.8806 ... Generator Loss: 2.9916
Epoch 1/7... Discriminator Loss: 2.0746 ... Generator Loss: 2.9274 Epoch 1/7... Discriminator Loss: 1.4074 ... Generator Loss: 0.5438 Epoch 1/7... Discriminator Loss: 1.4404 ... Generator Loss: 0.4410 Epoch 1/7... Discriminator Loss: 0.6372 ... Generator Loss: 1.4133 Epoch 1/7... Discriminator Loss: 1.1275 ... Generator Loss: 1.5308 Epoch 1/7... Discriminator Loss: 1.1838 ... Generator Loss: 1.7975 Epoch 1/7... Discriminator Loss: 1.8194 ... Generator Loss: 1.3423 Epoch 1/7... Discriminator Loss: 0.6125 ... Generator Loss: 1.5684 Epoch 1/7... Discriminator Loss: 1.2035 ... Generator Loss: 1.3430 Epoch 1/7... Discriminator Loss: 0.9475 ... Generator Loss: 1.3572
Epoch 1/7... Discriminator Loss: 1.3160 ... Generator Loss: 1.0869 Epoch 1/7... Discriminator Loss: 0.7735 ... Generator Loss: 1.8611 Epoch 1/7... Discriminator Loss: 2.0308 ... Generator Loss: 0.3340 Epoch 1/7... Discriminator Loss: 0.8781 ... Generator Loss: 1.2932 Epoch 1/7... Discriminator Loss: 1.1679 ... Generator Loss: 1.5510 Epoch 1/7... Discriminator Loss: 0.7937 ... Generator Loss: 1.3524 Epoch 1/7... Discriminator Loss: 1.1838 ... Generator Loss: 0.9995 Epoch 1/7... Discriminator Loss: 1.0735 ... Generator Loss: 1.4327 Epoch 1/7... Discriminator Loss: 0.6842 ... Generator Loss: 2.3149 Epoch 1/7... Discriminator Loss: 0.8205 ... Generator Loss: 1.1350
Epoch 1/7... Discriminator Loss: 0.6201 ... Generator Loss: 2.4513 Epoch 1/7... Discriminator Loss: 0.7493 ... Generator Loss: 1.7412 Epoch 1/7... Discriminator Loss: 1.3350 ... Generator Loss: 1.0368 Epoch 1/7... Discriminator Loss: 1.2252 ... Generator Loss: 0.6687 Epoch 1/7... Discriminator Loss: 2.0049 ... Generator Loss: 0.2514 Epoch 1/7... Discriminator Loss: 0.8334 ... Generator Loss: 1.4656 Epoch 1/7... Discriminator Loss: 1.6211 ... Generator Loss: 1.8244 Epoch 1/7... Discriminator Loss: 1.5241 ... Generator Loss: 2.0613 Epoch 1/7... Discriminator Loss: 1.2814 ... Generator Loss: 2.1848 Epoch 1/7... Discriminator Loss: 0.6474 ... Generator Loss: 2.0254
Epoch 1/7... Discriminator Loss: 1.2065 ... Generator Loss: 0.8042 Epoch 1/7... Discriminator Loss: 0.7474 ... Generator Loss: 1.5037 Epoch 1/7... Discriminator Loss: 0.5068 ... Generator Loss: 2.5099 Epoch 1/7... Discriminator Loss: 1.4958 ... Generator Loss: 0.7186 Epoch 1/7... Discriminator Loss: 1.0041 ... Generator Loss: 1.5557 Epoch 1/7... Discriminator Loss: 0.6060 ... Generator Loss: 2.2823 Epoch 1/7... Discriminator Loss: 0.9741 ... Generator Loss: 1.0607 Epoch 1/7... Discriminator Loss: 1.1406 ... Generator Loss: 1.4257 Epoch 1/7... Discriminator Loss: 1.1679 ... Generator Loss: 0.5975 Epoch 1/7... Discriminator Loss: 1.0812 ... Generator Loss: 0.8893
Epoch 1/7... Discriminator Loss: 0.8437 ... Generator Loss: 1.5624 Epoch 1/7... Discriminator Loss: 1.3593 ... Generator Loss: 0.7170 Epoch 1/7... Discriminator Loss: 0.8860 ... Generator Loss: 1.9677 Epoch 1/7... Discriminator Loss: 1.1810 ... Generator Loss: 0.6734 Epoch 1/7... Discriminator Loss: 0.6488 ... Generator Loss: 1.6170 Epoch 1/7... Discriminator Loss: 1.4064 ... Generator Loss: 0.5545 Epoch 1/7... Discriminator Loss: 0.7643 ... Generator Loss: 1.2362 Epoch 1/7... Discriminator Loss: 0.9489 ... Generator Loss: 0.9121 Epoch 1/7... Discriminator Loss: 2.0321 ... Generator Loss: 0.3256 Epoch 1/7... Discriminator Loss: 1.4380 ... Generator Loss: 1.1592
Epoch 1/7... Discriminator Loss: 1.5468 ... Generator Loss: 1.7024 Epoch 1/7... Discriminator Loss: 1.3049 ... Generator Loss: 1.5101 Epoch 1/7... Discriminator Loss: 0.9566 ... Generator Loss: 0.9270 Epoch 1/7... Discriminator Loss: 1.7986 ... Generator Loss: 2.2001 Epoch 1/7... Discriminator Loss: 0.7981 ... Generator Loss: 1.5137 Epoch 1/7... Discriminator Loss: 1.3523 ... Generator Loss: 0.5718 Epoch 1/7... Discriminator Loss: 1.4799 ... Generator Loss: 0.4307 Epoch 1/7... Discriminator Loss: 1.0875 ... Generator Loss: 0.8770 Epoch 1/7... Discriminator Loss: 1.1810 ... Generator Loss: 0.9126 Epoch 1/7... Discriminator Loss: 1.2455 ... Generator Loss: 0.5766
Epoch 1/7... Discriminator Loss: 1.2103 ... Generator Loss: 1.4118 Epoch 1/7... Discriminator Loss: 0.9348 ... Generator Loss: 1.5073 Epoch 1/7... Discriminator Loss: 1.2044 ... Generator Loss: 0.7814 Epoch 1/7... Discriminator Loss: 1.1778 ... Generator Loss: 0.9054 Epoch 1/7... Discriminator Loss: 2.3146 ... Generator Loss: 2.4038 Epoch 1/7... Discriminator Loss: 1.1291 ... Generator Loss: 0.7385 Epoch 1/7... Discriminator Loss: 1.6104 ... Generator Loss: 0.3838 Epoch 1/7... Discriminator Loss: 1.6734 ... Generator Loss: 0.4254 Epoch 1/7... Discriminator Loss: 1.5063 ... Generator Loss: 1.6038 Epoch 1/7... Discriminator Loss: 1.0642 ... Generator Loss: 1.0227
Epoch 1/7... Discriminator Loss: 0.8533 ... Generator Loss: 3.2061 Epoch 1/7... Discriminator Loss: 1.3851 ... Generator Loss: 0.4438 Epoch 1/7... Discriminator Loss: 0.8955 ... Generator Loss: 0.8543 Epoch 1/7... Discriminator Loss: 1.6335 ... Generator Loss: 0.4192 Epoch 1/7... Discriminator Loss: 0.7881 ... Generator Loss: 1.9113 Epoch 1/7... Discriminator Loss: 0.8968 ... Generator Loss: 0.9698 Epoch 1/7... Discriminator Loss: 1.4748 ... Generator Loss: 0.4522 Epoch 1/7... Discriminator Loss: 1.1185 ... Generator Loss: 0.6461 Epoch 1/7... Discriminator Loss: 1.3078 ... Generator Loss: 0.5907 Epoch 1/7... Discriminator Loss: 0.9515 ... Generator Loss: 1.0129
Epoch 1/7... Discriminator Loss: 0.7231 ... Generator Loss: 1.1472 Epoch 1/7... Discriminator Loss: 1.2508 ... Generator Loss: 1.1575 Epoch 1/7... Discriminator Loss: 1.1038 ... Generator Loss: 0.8775 Epoch 1/7... Discriminator Loss: 1.2107 ... Generator Loss: 0.6221 Epoch 1/7... Discriminator Loss: 1.1058 ... Generator Loss: 0.8080 Epoch 1/7... Discriminator Loss: 1.3438 ... Generator Loss: 0.5142 Epoch 1/7... Discriminator Loss: 1.0169 ... Generator Loss: 1.1612 Epoch 1/7... Discriminator Loss: 2.1749 ... Generator Loss: 0.2644 Epoch 1/7... Discriminator Loss: 0.7609 ... Generator Loss: 1.5055 Epoch 1/7... Discriminator Loss: 0.8781 ... Generator Loss: 1.3042
Epoch 1/7... Discriminator Loss: 1.0120 ... Generator Loss: 0.9405 Epoch 1/7... Discriminator Loss: 1.5168 ... Generator Loss: 0.4590 Epoch 1/7... Discriminator Loss: 0.7358 ... Generator Loss: 1.8929 Epoch 1/7... Discriminator Loss: 1.3439 ... Generator Loss: 3.0123 Epoch 1/7... Discriminator Loss: 1.2608 ... Generator Loss: 1.2451 Epoch 1/7... Discriminator Loss: 1.1841 ... Generator Loss: 2.0523 Epoch 1/7... Discriminator Loss: 1.0496 ... Generator Loss: 0.9676 Epoch 1/7... Discriminator Loss: 2.0273 ... Generator Loss: 0.2718 Epoch 1/7... Discriminator Loss: 0.5857 ... Generator Loss: 1.7663 Epoch 1/7... Discriminator Loss: 1.4963 ... Generator Loss: 1.7557
Epoch 1/7... Discriminator Loss: 1.2939 ... Generator Loss: 0.5199 Epoch 1/7... Discriminator Loss: 1.2750 ... Generator Loss: 1.0537 Epoch 1/7... Discriminator Loss: 0.8577 ... Generator Loss: 1.5930 Epoch 1/7... Discriminator Loss: 1.3110 ... Generator Loss: 0.5081 Epoch 1/7... Discriminator Loss: 1.0027 ... Generator Loss: 0.8834 Epoch 1/7... Discriminator Loss: 1.3063 ... Generator Loss: 0.5978 Epoch 1/7... Discriminator Loss: 0.8588 ... Generator Loss: 1.0162 Epoch 1/7... Discriminator Loss: 0.9558 ... Generator Loss: 0.8958 Epoch 1/7... Discriminator Loss: 1.1855 ... Generator Loss: 1.8894 Epoch 1/7... Discriminator Loss: 1.0855 ... Generator Loss: 1.0199
Epoch 1/7... Discriminator Loss: 1.1939 ... Generator Loss: 0.9839 Epoch 1/7... Discriminator Loss: 1.0918 ... Generator Loss: 1.0881 Epoch 1/7... Discriminator Loss: 1.0271 ... Generator Loss: 1.5422 Epoch 1/7... Discriminator Loss: 0.9649 ... Generator Loss: 1.4526 Epoch 1/7... Discriminator Loss: 1.2313 ... Generator Loss: 1.1525 Epoch 1/7... Discriminator Loss: 1.5131 ... Generator Loss: 1.4913 Epoch 1/7... Discriminator Loss: 0.6319 ... Generator Loss: 1.9057 Epoch 1/7... Discriminator Loss: 0.7977 ... Generator Loss: 1.6931 Epoch 1/7... Discriminator Loss: 1.0523 ... Generator Loss: 1.8065 Epoch 1/7... Discriminator Loss: 1.5898 ... Generator Loss: 0.3699
Epoch 1/7... Discriminator Loss: 1.2010 ... Generator Loss: 0.5470 Epoch 1/7... Discriminator Loss: 0.8475 ... Generator Loss: 1.2078 Epoch 1/7... Discriminator Loss: 2.4011 ... Generator Loss: 0.2208 Epoch 1/7... Discriminator Loss: 1.3926 ... Generator Loss: 1.7607 Epoch 1/7... Discriminator Loss: 1.6257 ... Generator Loss: 0.4712 Epoch 1/7... Discriminator Loss: 0.8726 ... Generator Loss: 1.8705 Epoch 1/7... Discriminator Loss: 1.1846 ... Generator Loss: 1.3595 Epoch 1/7... Discriminator Loss: 1.2049 ... Generator Loss: 1.3834 Epoch 1/7... Discriminator Loss: 1.3961 ... Generator Loss: 1.6995 Epoch 1/7... Discriminator Loss: 0.6510 ... Generator Loss: 1.4290
Epoch 1/7... Discriminator Loss: 1.2621 ... Generator Loss: 1.0146 Epoch 1/7... Discriminator Loss: 0.9808 ... Generator Loss: 0.8945 Epoch 1/7... Discriminator Loss: 1.3044 ... Generator Loss: 0.5391 Epoch 1/7... Discriminator Loss: 1.3794 ... Generator Loss: 0.5137 Epoch 1/7... Discriminator Loss: 1.6286 ... Generator Loss: 0.3806 Epoch 1/7... Discriminator Loss: 1.0830 ... Generator Loss: 0.8949 Epoch 1/7... Discriminator Loss: 1.3769 ... Generator Loss: 0.5488 Epoch 1/7... Discriminator Loss: 1.1477 ... Generator Loss: 0.6677 Epoch 1/7... Discriminator Loss: 1.3656 ... Generator Loss: 0.5932 Epoch 1/7... Discriminator Loss: 0.5986 ... Generator Loss: 1.7584
Epoch 1/7... Discriminator Loss: 1.0634 ... Generator Loss: 1.4791 Epoch 1/7... Discriminator Loss: 0.9429 ... Generator Loss: 0.9723 Epoch 1/7... Discriminator Loss: 1.4622 ... Generator Loss: 0.5385 Epoch 1/7... Discriminator Loss: 1.0190 ... Generator Loss: 0.9197 Epoch 1/7... Discriminator Loss: 1.3636 ... Generator Loss: 0.4162 Epoch 1/7... Discriminator Loss: 0.7969 ... Generator Loss: 1.3285 Epoch 1/7... Discriminator Loss: 1.1187 ... Generator Loss: 1.0597 Epoch 1/7... Discriminator Loss: 1.6455 ... Generator Loss: 0.3340 Epoch 1/7... Discriminator Loss: 1.0245 ... Generator Loss: 0.9867 Epoch 1/7... Discriminator Loss: 1.1316 ... Generator Loss: 0.6196
Epoch 1/7... Discriminator Loss: 0.9067 ... Generator Loss: 0.8990 Epoch 1/7... Discriminator Loss: 1.1864 ... Generator Loss: 1.0413 Epoch 1/7... Discriminator Loss: 1.0105 ... Generator Loss: 1.1707 Epoch 1/7... Discriminator Loss: 1.2019 ... Generator Loss: 0.9896 Epoch 1/7... Discriminator Loss: 1.1958 ... Generator Loss: 0.7402 Epoch 1/7... Discriminator Loss: 1.3547 ... Generator Loss: 0.7113 Epoch 1/7... Discriminator Loss: 1.3041 ... Generator Loss: 0.5042 Epoch 1/7... Discriminator Loss: 1.4175 ... Generator Loss: 0.5203 Epoch 1/7... Discriminator Loss: 1.4833 ... Generator Loss: 0.4425 Epoch 1/7... Discriminator Loss: 1.2615 ... Generator Loss: 0.5038
Epoch 1/7... Discriminator Loss: 1.6237 ... Generator Loss: 0.4055 Epoch 1/7... Discriminator Loss: 1.1049 ... Generator Loss: 0.7719 Epoch 1/7... Discriminator Loss: 1.1714 ... Generator Loss: 2.0411 Epoch 1/7... Discriminator Loss: 1.0591 ... Generator Loss: 1.8578 Epoch 1/7... Discriminator Loss: 0.9069 ... Generator Loss: 0.9902 Epoch 1/7... Discriminator Loss: 1.4404 ... Generator Loss: 1.2308 Epoch 1/7... Discriminator Loss: 0.7570 ... Generator Loss: 1.4370 Epoch 1/7... Discriminator Loss: 1.0906 ... Generator Loss: 0.6856 Epoch 1/7... Discriminator Loss: 0.9456 ... Generator Loss: 1.7558 Epoch 1/7... Discriminator Loss: 1.1790 ... Generator Loss: 0.9159
Epoch 1/7... Discriminator Loss: 1.3365 ... Generator Loss: 0.6160 Epoch 1/7... Discriminator Loss: 1.2365 ... Generator Loss: 0.6273 Epoch 1/7... Discriminator Loss: 1.0262 ... Generator Loss: 0.9131 Epoch 1/7... Discriminator Loss: 1.0123 ... Generator Loss: 0.8140 Epoch 1/7... Discriminator Loss: 1.3248 ... Generator Loss: 1.7106 Epoch 1/7... Discriminator Loss: 1.0867 ... Generator Loss: 1.6032 Epoch 1/7... Discriminator Loss: 0.8655 ... Generator Loss: 0.9786 Epoch 1/7... Discriminator Loss: 0.9011 ... Generator Loss: 0.8989 Epoch 1/7... Discriminator Loss: 1.2860 ... Generator Loss: 0.5052 Epoch 1/7... Discriminator Loss: 1.0421 ... Generator Loss: 0.7570
Epoch 1/7... Discriminator Loss: 1.0042 ... Generator Loss: 0.7375 Epoch 1/7... Discriminator Loss: 1.2393 ... Generator Loss: 0.7769 Epoch 1/7... Discriminator Loss: 0.8344 ... Generator Loss: 1.2164 Epoch 1/7... Discriminator Loss: 1.3555 ... Generator Loss: 1.2161 Epoch 1/7... Discriminator Loss: 1.4455 ... Generator Loss: 1.6311 Epoch 1/7... Discriminator Loss: 1.2014 ... Generator Loss: 0.5688 Epoch 1/7... Discriminator Loss: 0.8829 ... Generator Loss: 1.0121 Epoch 1/7... Discriminator Loss: 0.7976 ... Generator Loss: 1.1412 Epoch 1/7... Discriminator Loss: 1.3387 ... Generator Loss: 0.4944 Epoch 1/7... Discriminator Loss: 1.2427 ... Generator Loss: 0.9242
Epoch 1/7... Discriminator Loss: 1.0594 ... Generator Loss: 0.8698 Epoch 1/7... Discriminator Loss: 1.2854 ... Generator Loss: 1.3488 Epoch 1/7... Discriminator Loss: 1.0513 ... Generator Loss: 0.8558 Epoch 1/7... Discriminator Loss: 1.2326 ... Generator Loss: 0.6633 Epoch 1/7... Discriminator Loss: 0.7576 ... Generator Loss: 1.5600 Epoch 1/7... Discriminator Loss: 1.2362 ... Generator Loss: 1.1909 Epoch 2/7... Discriminator Loss: 1.3297 ... Generator Loss: 0.5166 Epoch 2/7... Discriminator Loss: 0.7574 ... Generator Loss: 1.5711 Epoch 2/7... Discriminator Loss: 0.9177 ... Generator Loss: 2.7513 Epoch 2/7... Discriminator Loss: 1.1420 ... Generator Loss: 0.7428
Epoch 2/7... Discriminator Loss: 1.4721 ... Generator Loss: 0.4619 Epoch 2/7... Discriminator Loss: 0.7507 ... Generator Loss: 1.6287 Epoch 2/7... Discriminator Loss: 0.9065 ... Generator Loss: 0.9859 Epoch 2/7... Discriminator Loss: 1.5299 ... Generator Loss: 0.4301 Epoch 2/7... Discriminator Loss: 0.8839 ... Generator Loss: 0.8354 Epoch 2/7... Discriminator Loss: 1.1939 ... Generator Loss: 1.2503 Epoch 2/7... Discriminator Loss: 0.9267 ... Generator Loss: 0.8152 Epoch 2/7... Discriminator Loss: 1.1308 ... Generator Loss: 0.6845 Epoch 2/7... Discriminator Loss: 1.1037 ... Generator Loss: 0.7330 Epoch 2/7... Discriminator Loss: 0.8429 ... Generator Loss: 1.1132
Epoch 2/7... Discriminator Loss: 1.3649 ... Generator Loss: 0.4772 Epoch 2/7... Discriminator Loss: 1.7059 ... Generator Loss: 1.6158 Epoch 2/7... Discriminator Loss: 1.3082 ... Generator Loss: 0.5294 Epoch 2/7... Discriminator Loss: 1.0618 ... Generator Loss: 0.7933 Epoch 2/7... Discriminator Loss: 1.2679 ... Generator Loss: 0.4986 Epoch 2/7... Discriminator Loss: 0.9509 ... Generator Loss: 0.7936 Epoch 2/7... Discriminator Loss: 0.8517 ... Generator Loss: 1.2005 Epoch 2/7... Discriminator Loss: 1.7440 ... Generator Loss: 0.3055 Epoch 2/7... Discriminator Loss: 1.0007 ... Generator Loss: 1.1723 Epoch 2/7... Discriminator Loss: 0.8748 ... Generator Loss: 1.5397
Epoch 2/7... Discriminator Loss: 0.9746 ... Generator Loss: 1.0431 Epoch 2/7... Discriminator Loss: 0.9168 ... Generator Loss: 0.9816 Epoch 2/7... Discriminator Loss: 1.2442 ... Generator Loss: 1.2675 Epoch 2/7... Discriminator Loss: 1.1817 ... Generator Loss: 1.6455 Epoch 2/7... Discriminator Loss: 0.9191 ... Generator Loss: 0.9532 Epoch 2/7... Discriminator Loss: 0.9996 ... Generator Loss: 2.6717 Epoch 2/7... Discriminator Loss: 1.2777 ... Generator Loss: 1.6242 Epoch 2/7... Discriminator Loss: 0.8444 ... Generator Loss: 1.0297 Epoch 2/7... Discriminator Loss: 1.1491 ... Generator Loss: 0.9590 Epoch 2/7... Discriminator Loss: 0.8456 ... Generator Loss: 2.7700
Epoch 2/7... Discriminator Loss: 0.8765 ... Generator Loss: 1.0515 Epoch 2/7... Discriminator Loss: 2.3921 ... Generator Loss: 0.2729 Epoch 2/7... Discriminator Loss: 0.9068 ... Generator Loss: 2.0966 Epoch 2/7... Discriminator Loss: 1.3488 ... Generator Loss: 0.5179 Epoch 2/7... Discriminator Loss: 1.3381 ... Generator Loss: 0.5679 Epoch 2/7... Discriminator Loss: 1.2973 ... Generator Loss: 0.5424 Epoch 2/7... Discriminator Loss: 1.4315 ... Generator Loss: 0.4936 Epoch 2/7... Discriminator Loss: 1.1594 ... Generator Loss: 0.6535 Epoch 2/7... Discriminator Loss: 1.7656 ... Generator Loss: 0.3449 Epoch 2/7... Discriminator Loss: 1.4800 ... Generator Loss: 2.4834
Epoch 2/7... Discriminator Loss: 0.8994 ... Generator Loss: 1.4941 Epoch 2/7... Discriminator Loss: 1.5981 ... Generator Loss: 1.5059 Epoch 2/7... Discriminator Loss: 1.3065 ... Generator Loss: 2.0594 Epoch 2/7... Discriminator Loss: 0.7746 ... Generator Loss: 1.1050 Epoch 2/7... Discriminator Loss: 1.2899 ... Generator Loss: 1.2052 Epoch 2/7... Discriminator Loss: 0.9689 ... Generator Loss: 1.7032 Epoch 2/7... Discriminator Loss: 0.9500 ... Generator Loss: 1.1081 Epoch 2/7... Discriminator Loss: 1.1279 ... Generator Loss: 0.9041 Epoch 2/7... Discriminator Loss: 1.2344 ... Generator Loss: 1.4996 Epoch 2/7... Discriminator Loss: 0.9223 ... Generator Loss: 1.7311
Epoch 2/7... Discriminator Loss: 0.8464 ... Generator Loss: 1.0828 Epoch 2/7... Discriminator Loss: 1.2931 ... Generator Loss: 0.6341 Epoch 2/7... Discriminator Loss: 1.0779 ... Generator Loss: 1.4103 Epoch 2/7... Discriminator Loss: 0.7780 ... Generator Loss: 2.0452 Epoch 2/7... Discriminator Loss: 1.3566 ... Generator Loss: 0.5077 Epoch 2/7... Discriminator Loss: 1.5876 ... Generator Loss: 0.4763 Epoch 2/7... Discriminator Loss: 1.8282 ... Generator Loss: 2.2051 Epoch 2/7... Discriminator Loss: 0.8255 ... Generator Loss: 1.0759 Epoch 2/7... Discriminator Loss: 1.2678 ... Generator Loss: 0.7148 Epoch 2/7... Discriminator Loss: 1.0125 ... Generator Loss: 0.7888
Epoch 2/7... Discriminator Loss: 0.7541 ... Generator Loss: 1.7779 Epoch 2/7... Discriminator Loss: 1.0667 ... Generator Loss: 1.5716 Epoch 2/7... Discriminator Loss: 1.3466 ... Generator Loss: 0.7375 Epoch 2/7... Discriminator Loss: 0.4442 ... Generator Loss: 2.2364 Epoch 2/7... Discriminator Loss: 0.7416 ... Generator Loss: 1.8995 Epoch 2/7... Discriminator Loss: 0.7176 ... Generator Loss: 1.8202 Epoch 2/7... Discriminator Loss: 1.0536 ... Generator Loss: 1.1365 Epoch 2/7... Discriminator Loss: 0.7039 ... Generator Loss: 1.7536 Epoch 2/7... Discriminator Loss: 2.2700 ... Generator Loss: 2.9238 Epoch 2/7... Discriminator Loss: 0.8962 ... Generator Loss: 1.0809
Epoch 2/7... Discriminator Loss: 0.5994 ... Generator Loss: 1.6038 Epoch 2/7... Discriminator Loss: 1.1831 ... Generator Loss: 1.3211 Epoch 2/7... Discriminator Loss: 1.2556 ... Generator Loss: 0.6103 Epoch 2/7... Discriminator Loss: 0.9186 ... Generator Loss: 1.9137 Epoch 2/7... Discriminator Loss: 0.7543 ... Generator Loss: 1.3935 Epoch 2/7... Discriminator Loss: 0.7906 ... Generator Loss: 0.8955 Epoch 2/7... Discriminator Loss: 0.5160 ... Generator Loss: 1.9826 Epoch 2/7... Discriminator Loss: 1.2232 ... Generator Loss: 0.6374 Epoch 2/7... Discriminator Loss: 0.4881 ... Generator Loss: 2.2109 Epoch 2/7... Discriminator Loss: 1.0440 ... Generator Loss: 2.8178
Epoch 2/7... Discriminator Loss: 1.0572 ... Generator Loss: 0.5981 Epoch 2/7... Discriminator Loss: 0.8259 ... Generator Loss: 2.6955 Epoch 2/7... Discriminator Loss: 0.7833 ... Generator Loss: 1.7234 Epoch 2/7... Discriminator Loss: 1.7577 ... Generator Loss: 0.3154 Epoch 2/7... Discriminator Loss: 0.6497 ... Generator Loss: 1.4387 Epoch 2/7... Discriminator Loss: 0.9931 ... Generator Loss: 1.0858 Epoch 2/7... Discriminator Loss: 1.0763 ... Generator Loss: 0.6319 Epoch 2/7... Discriminator Loss: 0.6598 ... Generator Loss: 1.5651 Epoch 2/7... Discriminator Loss: 1.1255 ... Generator Loss: 0.9035 Epoch 2/7... Discriminator Loss: 0.7785 ... Generator Loss: 1.5174
Epoch 2/7... Discriminator Loss: 0.8179 ... Generator Loss: 1.2887 Epoch 2/7... Discriminator Loss: 1.9749 ... Generator Loss: 3.0034 Epoch 2/7... Discriminator Loss: 0.4176 ... Generator Loss: 2.2687 Epoch 2/7... Discriminator Loss: 1.3511 ... Generator Loss: 0.5053 Epoch 2/7... Discriminator Loss: 0.4237 ... Generator Loss: 1.6286 Epoch 2/7... Discriminator Loss: 0.4945 ... Generator Loss: 2.4730 Epoch 2/7... Discriminator Loss: 0.9971 ... Generator Loss: 0.8884 Epoch 2/7... Discriminator Loss: 0.6381 ... Generator Loss: 1.4314 Epoch 2/7... Discriminator Loss: 0.7798 ... Generator Loss: 1.0664 Epoch 2/7... Discriminator Loss: 0.4647 ... Generator Loss: 2.5439
Epoch 2/7... Discriminator Loss: 0.8121 ... Generator Loss: 1.2420 Epoch 2/7... Discriminator Loss: 1.0380 ... Generator Loss: 0.6456 Epoch 2/7... Discriminator Loss: 0.6022 ... Generator Loss: 1.9418 Epoch 2/7... Discriminator Loss: 0.5727 ... Generator Loss: 1.6690 Epoch 2/7... Discriminator Loss: 1.1744 ... Generator Loss: 0.8524 Epoch 2/7... Discriminator Loss: 0.4662 ... Generator Loss: 2.3038 Epoch 2/7... Discriminator Loss: 0.4484 ... Generator Loss: 2.0115 Epoch 2/7... Discriminator Loss: 0.8128 ... Generator Loss: 1.3284 Epoch 2/7... Discriminator Loss: 0.6481 ... Generator Loss: 2.7956 Epoch 2/7... Discriminator Loss: 1.0026 ... Generator Loss: 0.8548
Epoch 2/7... Discriminator Loss: 0.8717 ... Generator Loss: 1.0537 Epoch 2/7... Discriminator Loss: 2.4054 ... Generator Loss: 2.4351 Epoch 2/7... Discriminator Loss: 1.0356 ... Generator Loss: 0.8834 Epoch 2/7... Discriminator Loss: 1.0611 ... Generator Loss: 0.7263 Epoch 2/7... Discriminator Loss: 0.3884 ... Generator Loss: 2.1575 Epoch 2/7... Discriminator Loss: 0.4526 ... Generator Loss: 2.5199 Epoch 2/7... Discriminator Loss: 2.0907 ... Generator Loss: 0.2893 Epoch 2/7... Discriminator Loss: 1.5858 ... Generator Loss: 0.4051 Epoch 2/7... Discriminator Loss: 2.4060 ... Generator Loss: 2.7611 Epoch 2/7... Discriminator Loss: 1.5027 ... Generator Loss: 2.2185
Epoch 2/7... Discriminator Loss: 1.6849 ... Generator Loss: 0.4453 Epoch 2/7... Discriminator Loss: 1.6281 ... Generator Loss: 0.3679 Epoch 2/7... Discriminator Loss: 1.5507 ... Generator Loss: 0.3909 Epoch 2/7... Discriminator Loss: 1.0018 ... Generator Loss: 0.8456 Epoch 2/7... Discriminator Loss: 0.7870 ... Generator Loss: 0.9317 Epoch 2/7... Discriminator Loss: 1.3476 ... Generator Loss: 0.4887 Epoch 2/7... Discriminator Loss: 1.4648 ... Generator Loss: 0.4346 Epoch 2/7... Discriminator Loss: 1.2183 ... Generator Loss: 0.6312 Epoch 2/7... Discriminator Loss: 0.6884 ... Generator Loss: 1.2109 Epoch 2/7... Discriminator Loss: 1.4384 ... Generator Loss: 0.6764
Epoch 2/7... Discriminator Loss: 1.6814 ... Generator Loss: 0.3498 Epoch 2/7... Discriminator Loss: 1.2069 ... Generator Loss: 0.7021 Epoch 2/7... Discriminator Loss: 1.5547 ... Generator Loss: 0.4540 Epoch 2/7... Discriminator Loss: 1.4903 ... Generator Loss: 0.4471 Epoch 2/7... Discriminator Loss: 1.3366 ... Generator Loss: 0.6315 Epoch 2/7... Discriminator Loss: 1.1586 ... Generator Loss: 1.6466 Epoch 2/7... Discriminator Loss: 1.6368 ... Generator Loss: 1.5063 Epoch 2/7... Discriminator Loss: 1.1954 ... Generator Loss: 1.5267 Epoch 2/7... Discriminator Loss: 1.1440 ... Generator Loss: 0.7264 Epoch 2/7... Discriminator Loss: 0.9658 ... Generator Loss: 2.1155
Epoch 2/7... Discriminator Loss: 1.2823 ... Generator Loss: 1.0929 Epoch 2/7... Discriminator Loss: 1.0688 ... Generator Loss: 1.0616 Epoch 2/7... Discriminator Loss: 1.0183 ... Generator Loss: 1.6344 Epoch 2/7... Discriminator Loss: 1.0458 ... Generator Loss: 1.4315 Epoch 2/7... Discriminator Loss: 1.2746 ... Generator Loss: 1.9230 Epoch 2/7... Discriminator Loss: 0.8866 ... Generator Loss: 1.0367 Epoch 2/7... Discriminator Loss: 0.6872 ... Generator Loss: 1.3844 Epoch 2/7... Discriminator Loss: 1.6657 ... Generator Loss: 1.5636 Epoch 2/7... Discriminator Loss: 1.1090 ... Generator Loss: 0.9024 Epoch 2/7... Discriminator Loss: 1.3813 ... Generator Loss: 0.4763
Epoch 2/7... Discriminator Loss: 0.7855 ... Generator Loss: 1.3497 Epoch 2/7... Discriminator Loss: 1.3227 ... Generator Loss: 1.4730 Epoch 2/7... Discriminator Loss: 1.2630 ... Generator Loss: 0.8177 Epoch 2/7... Discriminator Loss: 1.1612 ... Generator Loss: 1.1950 Epoch 2/7... Discriminator Loss: 1.3213 ... Generator Loss: 0.5551 Epoch 2/7... Discriminator Loss: 1.4860 ... Generator Loss: 1.4372 Epoch 2/7... Discriminator Loss: 1.1139 ... Generator Loss: 1.1078 Epoch 2/7... Discriminator Loss: 1.2770 ... Generator Loss: 0.7496 Epoch 2/7... Discriminator Loss: 1.7501 ... Generator Loss: 0.3621 Epoch 2/7... Discriminator Loss: 1.4164 ... Generator Loss: 0.4531
Epoch 2/7... Discriminator Loss: 0.9970 ... Generator Loss: 1.6418 Epoch 2/7... Discriminator Loss: 1.1499 ... Generator Loss: 0.9986 Epoch 2/7... Discriminator Loss: 1.2647 ... Generator Loss: 0.7700 Epoch 2/7... Discriminator Loss: 1.2958 ... Generator Loss: 0.6079 Epoch 2/7... Discriminator Loss: 0.6836 ... Generator Loss: 1.2461 Epoch 2/7... Discriminator Loss: 1.2978 ... Generator Loss: 1.3864 Epoch 2/7... Discriminator Loss: 1.3000 ... Generator Loss: 1.5319 Epoch 2/7... Discriminator Loss: 0.9714 ... Generator Loss: 1.4155 Epoch 2/7... Discriminator Loss: 1.1091 ... Generator Loss: 0.7400 Epoch 2/7... Discriminator Loss: 1.1697 ... Generator Loss: 1.6470
Epoch 2/7... Discriminator Loss: 1.3451 ... Generator Loss: 0.6300 Epoch 2/7... Discriminator Loss: 1.4309 ... Generator Loss: 1.5869 Epoch 2/7... Discriminator Loss: 1.5691 ... Generator Loss: 0.4115 Epoch 2/7... Discriminator Loss: 1.0801 ... Generator Loss: 0.7969 Epoch 2/7... Discriminator Loss: 1.1678 ... Generator Loss: 0.6579 Epoch 2/7... Discriminator Loss: 1.6706 ... Generator Loss: 0.3721 Epoch 2/7... Discriminator Loss: 1.0655 ... Generator Loss: 0.8119 Epoch 2/7... Discriminator Loss: 0.8367 ... Generator Loss: 0.9899 Epoch 2/7... Discriminator Loss: 1.2126 ... Generator Loss: 0.5439 Epoch 2/7... Discriminator Loss: 1.4781 ... Generator Loss: 0.4229
Epoch 2/7... Discriminator Loss: 1.1837 ... Generator Loss: 0.6005 Epoch 2/7... Discriminator Loss: 0.7105 ... Generator Loss: 1.5216 Epoch 2/7... Discriminator Loss: 1.0856 ... Generator Loss: 2.1071 Epoch 2/7... Discriminator Loss: 0.6550 ... Generator Loss: 2.6360 Epoch 2/7... Discriminator Loss: 1.3127 ... Generator Loss: 1.1285 Epoch 2/7... Discriminator Loss: 0.7792 ... Generator Loss: 1.1678 Epoch 2/7... Discriminator Loss: 1.2060 ... Generator Loss: 2.8779 Epoch 2/7... Discriminator Loss: 1.1887 ... Generator Loss: 1.2971 Epoch 2/7... Discriminator Loss: 1.1076 ... Generator Loss: 0.9772 Epoch 2/7... Discriminator Loss: 1.4796 ... Generator Loss: 0.4329
Epoch 2/7... Discriminator Loss: 1.0838 ... Generator Loss: 1.3958 Epoch 2/7... Discriminator Loss: 0.8006 ... Generator Loss: 1.2060 Epoch 2/7... Discriminator Loss: 0.7203 ... Generator Loss: 1.5145 Epoch 2/7... Discriminator Loss: 1.1002 ... Generator Loss: 1.6703 Epoch 2/7... Discriminator Loss: 1.4594 ... Generator Loss: 0.4783 Epoch 2/7... Discriminator Loss: 1.3248 ... Generator Loss: 1.1170 Epoch 2/7... Discriminator Loss: 1.3596 ... Generator Loss: 1.8439 Epoch 2/7... Discriminator Loss: 1.1940 ... Generator Loss: 0.9486 Epoch 2/7... Discriminator Loss: 1.7232 ... Generator Loss: 0.3040 Epoch 2/7... Discriminator Loss: 1.4623 ... Generator Loss: 0.4474
Epoch 2/7... Discriminator Loss: 1.2201 ... Generator Loss: 0.6186 Epoch 2/7... Discriminator Loss: 0.7393 ... Generator Loss: 1.7439 Epoch 2/7... Discriminator Loss: 1.2402 ... Generator Loss: 1.0679 Epoch 2/7... Discriminator Loss: 1.5174 ... Generator Loss: 0.3670 Epoch 2/7... Discriminator Loss: 1.2186 ... Generator Loss: 0.5433 Epoch 2/7... Discriminator Loss: 1.2596 ... Generator Loss: 0.6028 Epoch 2/7... Discriminator Loss: 1.1861 ... Generator Loss: 1.3159 Epoch 2/7... Discriminator Loss: 0.9811 ... Generator Loss: 0.7378 Epoch 2/7... Discriminator Loss: 0.8080 ... Generator Loss: 1.2663 Epoch 2/7... Discriminator Loss: 1.4525 ... Generator Loss: 0.4805
Epoch 2/7... Discriminator Loss: 1.1602 ... Generator Loss: 1.3576 Epoch 2/7... Discriminator Loss: 0.9163 ... Generator Loss: 1.1890 Epoch 2/7... Discriminator Loss: 1.1136 ... Generator Loss: 0.8441 Epoch 2/7... Discriminator Loss: 0.8156 ... Generator Loss: 1.4163 Epoch 2/7... Discriminator Loss: 1.2520 ... Generator Loss: 0.8803 Epoch 2/7... Discriminator Loss: 0.9568 ... Generator Loss: 1.1321 Epoch 2/7... Discriminator Loss: 1.2102 ... Generator Loss: 1.2639 Epoch 2/7... Discriminator Loss: 1.0502 ... Generator Loss: 1.5608 Epoch 2/7... Discriminator Loss: 1.2544 ... Generator Loss: 0.6415 Epoch 2/7... Discriminator Loss: 1.0161 ... Generator Loss: 0.8430
Epoch 2/7... Discriminator Loss: 1.7456 ... Generator Loss: 0.3165 Epoch 2/7... Discriminator Loss: 1.4003 ... Generator Loss: 1.3414 Epoch 2/7... Discriminator Loss: 1.4224 ... Generator Loss: 0.4712 Epoch 2/7... Discriminator Loss: 1.7233 ... Generator Loss: 1.5814 Epoch 2/7... Discriminator Loss: 1.0118 ... Generator Loss: 0.9054 Epoch 2/7... Discriminator Loss: 1.8567 ... Generator Loss: 1.8956 Epoch 2/7... Discriminator Loss: 1.0638 ... Generator Loss: 0.9062 Epoch 2/7... Discriminator Loss: 1.1126 ... Generator Loss: 0.9119 Epoch 2/7... Discriminator Loss: 1.0347 ... Generator Loss: 0.8602 Epoch 2/7... Discriminator Loss: 1.1870 ... Generator Loss: 1.0900
Epoch 2/7... Discriminator Loss: 1.5850 ... Generator Loss: 0.3750 Epoch 2/7... Discriminator Loss: 0.8473 ... Generator Loss: 1.0411 Epoch 2/7... Discriminator Loss: 1.4764 ... Generator Loss: 0.4202 Epoch 2/7... Discriminator Loss: 1.3924 ... Generator Loss: 0.5303 Epoch 2/7... Discriminator Loss: 1.7172 ... Generator Loss: 0.2947 Epoch 2/7... Discriminator Loss: 1.3041 ... Generator Loss: 0.5013 Epoch 2/7... Discriminator Loss: 1.3770 ... Generator Loss: 1.3582 Epoch 2/7... Discriminator Loss: 1.2777 ... Generator Loss: 1.0874 Epoch 2/7... Discriminator Loss: 1.1841 ... Generator Loss: 0.6748 Epoch 2/7... Discriminator Loss: 1.3826 ... Generator Loss: 1.2126
Epoch 2/7... Discriminator Loss: 1.1497 ... Generator Loss: 0.6863 Epoch 2/7... Discriminator Loss: 1.5039 ... Generator Loss: 1.7694 Epoch 2/7... Discriminator Loss: 1.2664 ... Generator Loss: 1.0510 Epoch 2/7... Discriminator Loss: 1.3938 ... Generator Loss: 0.5076 Epoch 2/7... Discriminator Loss: 1.2138 ... Generator Loss: 1.4185 Epoch 2/7... Discriminator Loss: 1.2443 ... Generator Loss: 1.1729 Epoch 2/7... Discriminator Loss: 1.4295 ... Generator Loss: 1.3113 Epoch 2/7... Discriminator Loss: 1.2226 ... Generator Loss: 0.5476 Epoch 2/7... Discriminator Loss: 1.2140 ... Generator Loss: 1.4249 Epoch 2/7... Discriminator Loss: 1.1391 ... Generator Loss: 0.6533
Epoch 2/7... Discriminator Loss: 1.2787 ... Generator Loss: 0.6783 Epoch 2/7... Discriminator Loss: 1.1565 ... Generator Loss: 0.6276 Epoch 2/7... Discriminator Loss: 1.4109 ... Generator Loss: 0.4395 Epoch 2/7... Discriminator Loss: 1.4762 ... Generator Loss: 0.3647 Epoch 2/7... Discriminator Loss: 0.9385 ... Generator Loss: 1.1726 Epoch 2/7... Discriminator Loss: 1.2590 ... Generator Loss: 1.8813 Epoch 2/7... Discriminator Loss: 1.5800 ... Generator Loss: 0.4364 Epoch 2/7... Discriminator Loss: 1.1421 ... Generator Loss: 1.0559 Epoch 2/7... Discriminator Loss: 0.8498 ... Generator Loss: 1.2878 Epoch 2/7... Discriminator Loss: 1.2335 ... Generator Loss: 0.6269
Epoch 2/7... Discriminator Loss: 1.4248 ... Generator Loss: 0.5358 Epoch 2/7... Discriminator Loss: 1.5577 ... Generator Loss: 1.4821 Epoch 2/7... Discriminator Loss: 1.3074 ... Generator Loss: 0.5674 Epoch 2/7... Discriminator Loss: 1.3927 ... Generator Loss: 0.4308 Epoch 2/7... Discriminator Loss: 0.8529 ... Generator Loss: 1.3773 Epoch 2/7... Discriminator Loss: 1.2576 ... Generator Loss: 0.6680 Epoch 2/7... Discriminator Loss: 1.3447 ... Generator Loss: 1.2108 Epoch 2/7... Discriminator Loss: 0.8814 ... Generator Loss: 1.0980 Epoch 2/7... Discriminator Loss: 1.3853 ... Generator Loss: 0.6045 Epoch 2/7... Discriminator Loss: 1.0816 ... Generator Loss: 1.0667
Epoch 2/7... Discriminator Loss: 1.5578 ... Generator Loss: 0.3777 Epoch 2/7... Discriminator Loss: 0.8527 ... Generator Loss: 1.1769 Epoch 2/7... Discriminator Loss: 1.1723 ... Generator Loss: 1.1103 Epoch 2/7... Discriminator Loss: 1.6164 ... Generator Loss: 1.3539 Epoch 2/7... Discriminator Loss: 1.1614 ... Generator Loss: 0.9156 Epoch 2/7... Discriminator Loss: 1.1311 ... Generator Loss: 0.9886 Epoch 2/7... Discriminator Loss: 1.2400 ... Generator Loss: 1.0177 Epoch 2/7... Discriminator Loss: 1.1045 ... Generator Loss: 0.9294 Epoch 2/7... Discriminator Loss: 0.9247 ... Generator Loss: 1.5255 Epoch 2/7... Discriminator Loss: 1.2118 ... Generator Loss: 1.2793
Epoch 2/7... Discriminator Loss: 1.1385 ... Generator Loss: 0.6767 Epoch 2/7... Discriminator Loss: 1.4865 ... Generator Loss: 0.4074 Epoch 2/7... Discriminator Loss: 1.3664 ... Generator Loss: 0.6185 Epoch 2/7... Discriminator Loss: 0.9822 ... Generator Loss: 1.4661 Epoch 2/7... Discriminator Loss: 1.3271 ... Generator Loss: 0.6298 Epoch 2/7... Discriminator Loss: 1.0021 ... Generator Loss: 0.8068 Epoch 2/7... Discriminator Loss: 0.9371 ... Generator Loss: 1.3259 Epoch 2/7... Discriminator Loss: 1.2619 ... Generator Loss: 0.9166 Epoch 2/7... Discriminator Loss: 1.1168 ... Generator Loss: 0.8018 Epoch 2/7... Discriminator Loss: 1.4542 ... Generator Loss: 0.5318
Epoch 2/7... Discriminator Loss: 0.9491 ... Generator Loss: 1.2245 Epoch 2/7... Discriminator Loss: 1.1866 ... Generator Loss: 0.8397 Epoch 2/7... Discriminator Loss: 1.2415 ... Generator Loss: 0.5753 Epoch 2/7... Discriminator Loss: 1.4141 ... Generator Loss: 0.4137 Epoch 2/7... Discriminator Loss: 0.9242 ... Generator Loss: 1.1356 Epoch 2/7... Discriminator Loss: 0.8416 ... Generator Loss: 1.4850 Epoch 2/7... Discriminator Loss: 1.5179 ... Generator Loss: 0.4393 Epoch 2/7... Discriminator Loss: 1.1187 ... Generator Loss: 0.9889 Epoch 2/7... Discriminator Loss: 1.0135 ... Generator Loss: 0.9513 Epoch 2/7... Discriminator Loss: 1.1436 ... Generator Loss: 0.6981
Epoch 2/7... Discriminator Loss: 1.5354 ... Generator Loss: 0.3558 Epoch 2/7... Discriminator Loss: 1.0799 ... Generator Loss: 0.6638 Epoch 2/7... Discriminator Loss: 0.8315 ... Generator Loss: 1.6795 Epoch 2/7... Discriminator Loss: 0.9125 ... Generator Loss: 2.2919 Epoch 2/7... Discriminator Loss: 1.1857 ... Generator Loss: 1.1558 Epoch 2/7... Discriminator Loss: 1.3487 ... Generator Loss: 1.3137 Epoch 2/7... Discriminator Loss: 1.1046 ... Generator Loss: 1.4384 Epoch 2/7... Discriminator Loss: 1.4385 ... Generator Loss: 0.4844 Epoch 2/7... Discriminator Loss: 1.0766 ... Generator Loss: 0.8584 Epoch 2/7... Discriminator Loss: 1.0716 ... Generator Loss: 0.6976
Epoch 2/7... Discriminator Loss: 1.2074 ... Generator Loss: 1.8146 Epoch 2/7... Discriminator Loss: 1.2772 ... Generator Loss: 0.9516 Epoch 2/7... Discriminator Loss: 1.3178 ... Generator Loss: 1.0101 Epoch 3/7... Discriminator Loss: 1.0482 ... Generator Loss: 0.9936 Epoch 3/7... Discriminator Loss: 1.1683 ... Generator Loss: 1.1590 Epoch 3/7... Discriminator Loss: 1.3435 ... Generator Loss: 1.2100 Epoch 3/7... Discriminator Loss: 1.4658 ... Generator Loss: 0.5042 Epoch 3/7... Discriminator Loss: 0.9093 ... Generator Loss: 1.4324 Epoch 3/7... Discriminator Loss: 0.6897 ... Generator Loss: 1.2848 Epoch 3/7... Discriminator Loss: 1.2509 ... Generator Loss: 0.9658
Epoch 3/7... Discriminator Loss: 1.2977 ... Generator Loss: 0.9808 Epoch 3/7... Discriminator Loss: 1.3976 ... Generator Loss: 1.3714 Epoch 3/7... Discriminator Loss: 1.2391 ... Generator Loss: 1.2793 Epoch 3/7... Discriminator Loss: 0.8359 ... Generator Loss: 1.1697 Epoch 3/7... Discriminator Loss: 1.2807 ... Generator Loss: 1.0214 Epoch 3/7... Discriminator Loss: 1.3925 ... Generator Loss: 0.5567 Epoch 3/7... Discriminator Loss: 1.2314 ... Generator Loss: 1.4272 Epoch 3/7... Discriminator Loss: 1.4787 ... Generator Loss: 0.4795 Epoch 3/7... Discriminator Loss: 1.7779 ... Generator Loss: 0.3274 Epoch 3/7... Discriminator Loss: 1.4158 ... Generator Loss: 1.4469
Epoch 3/7... Discriminator Loss: 1.2533 ... Generator Loss: 0.5888 Epoch 3/7... Discriminator Loss: 1.1087 ... Generator Loss: 0.7928 Epoch 3/7... Discriminator Loss: 1.4142 ... Generator Loss: 0.5201 Epoch 3/7... Discriminator Loss: 1.1036 ... Generator Loss: 0.9542 Epoch 3/7... Discriminator Loss: 1.1001 ... Generator Loss: 0.6747 Epoch 3/7... Discriminator Loss: 1.3777 ... Generator Loss: 1.2474 Epoch 3/7... Discriminator Loss: 1.1661 ... Generator Loss: 0.7652 Epoch 3/7... Discriminator Loss: 0.9836 ... Generator Loss: 0.9185 Epoch 3/7... Discriminator Loss: 1.3162 ... Generator Loss: 0.8112 Epoch 3/7... Discriminator Loss: 1.4500 ... Generator Loss: 1.3364
Epoch 3/7... Discriminator Loss: 1.0727 ... Generator Loss: 0.8802 Epoch 3/7... Discriminator Loss: 1.4302 ... Generator Loss: 0.4993 Epoch 3/7... Discriminator Loss: 0.8685 ... Generator Loss: 0.9999 Epoch 3/7... Discriminator Loss: 1.3241 ... Generator Loss: 0.5124 Epoch 3/7... Discriminator Loss: 1.2518 ... Generator Loss: 0.9977 Epoch 3/7... Discriminator Loss: 1.6300 ... Generator Loss: 1.3340 Epoch 3/7... Discriminator Loss: 1.0459 ... Generator Loss: 1.1733 Epoch 3/7... Discriminator Loss: 0.8630 ... Generator Loss: 1.3440 Epoch 3/7... Discriminator Loss: 0.9402 ... Generator Loss: 1.0166 Epoch 3/7... Discriminator Loss: 1.1573 ... Generator Loss: 0.9734
Epoch 3/7... Discriminator Loss: 1.2360 ... Generator Loss: 1.3918 Epoch 3/7... Discriminator Loss: 1.2630 ... Generator Loss: 0.6571 Epoch 3/7... Discriminator Loss: 1.1518 ... Generator Loss: 1.0286 Epoch 3/7... Discriminator Loss: 1.2680 ... Generator Loss: 1.1026 Epoch 3/7... Discriminator Loss: 0.9571 ... Generator Loss: 1.4917 Epoch 3/7... Discriminator Loss: 1.3566 ... Generator Loss: 1.3340 Epoch 3/7... Discriminator Loss: 1.2928 ... Generator Loss: 0.5777 Epoch 3/7... Discriminator Loss: 1.1359 ... Generator Loss: 0.7482 Epoch 3/7... Discriminator Loss: 1.3441 ... Generator Loss: 0.7217 Epoch 3/7... Discriminator Loss: 1.2481 ... Generator Loss: 0.7891
Epoch 3/7... Discriminator Loss: 1.2168 ... Generator Loss: 0.6677 Epoch 3/7... Discriminator Loss: 1.3758 ... Generator Loss: 0.5045 Epoch 3/7... Discriminator Loss: 1.1391 ... Generator Loss: 0.6318 Epoch 3/7... Discriminator Loss: 1.2924 ... Generator Loss: 1.5012 Epoch 3/7... Discriminator Loss: 1.1950 ... Generator Loss: 1.3061 Epoch 3/7... Discriminator Loss: 1.2725 ... Generator Loss: 1.1431 Epoch 3/7... Discriminator Loss: 1.1027 ... Generator Loss: 0.8067 Epoch 3/7... Discriminator Loss: 1.2343 ... Generator Loss: 1.3581 Epoch 3/7... Discriminator Loss: 1.2316 ... Generator Loss: 0.7007 Epoch 3/7... Discriminator Loss: 0.7546 ... Generator Loss: 1.4992
Epoch 3/7... Discriminator Loss: 1.2249 ... Generator Loss: 1.1759 Epoch 3/7... Discriminator Loss: 1.0353 ... Generator Loss: 1.1677 Epoch 3/7... Discriminator Loss: 1.0741 ... Generator Loss: 0.9056 Epoch 3/7... Discriminator Loss: 1.4570 ... Generator Loss: 1.3712 Epoch 3/7... Discriminator Loss: 1.0556 ... Generator Loss: 1.0269 Epoch 3/7... Discriminator Loss: 1.3794 ... Generator Loss: 1.0199 Epoch 3/7... Discriminator Loss: 1.1458 ... Generator Loss: 1.6151 Epoch 3/7... Discriminator Loss: 1.2505 ... Generator Loss: 0.5564 Epoch 3/7... Discriminator Loss: 1.4313 ... Generator Loss: 0.4502 Epoch 3/7... Discriminator Loss: 1.0741 ... Generator Loss: 1.3279
Epoch 3/7... Discriminator Loss: 1.6072 ... Generator Loss: 0.3419 Epoch 3/7... Discriminator Loss: 1.3756 ... Generator Loss: 0.5508 Epoch 3/7... Discriminator Loss: 1.0234 ... Generator Loss: 0.9484 Epoch 3/7... Discriminator Loss: 1.2638 ... Generator Loss: 1.0517 Epoch 3/7... Discriminator Loss: 1.2455 ... Generator Loss: 0.8629 Epoch 3/7... Discriminator Loss: 1.0789 ... Generator Loss: 0.7638 Epoch 3/7... Discriminator Loss: 1.0754 ... Generator Loss: 0.7713 Epoch 3/7... Discriminator Loss: 1.4206 ... Generator Loss: 0.5383 Epoch 3/7... Discriminator Loss: 0.9542 ... Generator Loss: 1.4530 Epoch 3/7... Discriminator Loss: 1.1021 ... Generator Loss: 0.7476
Epoch 3/7... Discriminator Loss: 1.2155 ... Generator Loss: 0.5627 Epoch 3/7... Discriminator Loss: 1.1604 ... Generator Loss: 0.7034 Epoch 3/7... Discriminator Loss: 1.3868 ... Generator Loss: 0.5320 Epoch 3/7... Discriminator Loss: 1.2516 ... Generator Loss: 0.6285 Epoch 3/7... Discriminator Loss: 1.0478 ... Generator Loss: 0.7725 Epoch 3/7... Discriminator Loss: 1.2897 ... Generator Loss: 1.3877 Epoch 3/7... Discriminator Loss: 1.1622 ... Generator Loss: 0.9802 Epoch 3/7... Discriminator Loss: 1.2807 ... Generator Loss: 0.5997 Epoch 3/7... Discriminator Loss: 1.1161 ... Generator Loss: 0.5720 Epoch 3/7... Discriminator Loss: 0.8632 ... Generator Loss: 1.2449
Epoch 3/7... Discriminator Loss: 1.0475 ... Generator Loss: 1.1084 Epoch 3/7... Discriminator Loss: 1.3813 ... Generator Loss: 0.5218 Epoch 3/7... Discriminator Loss: 1.1706 ... Generator Loss: 0.5949 Epoch 3/7... Discriminator Loss: 1.3043 ... Generator Loss: 0.4913 Epoch 3/7... Discriminator Loss: 1.1119 ... Generator Loss: 0.7412 Epoch 3/7... Discriminator Loss: 0.8960 ... Generator Loss: 1.3905 Epoch 3/7... Discriminator Loss: 1.4015 ... Generator Loss: 1.4728 Epoch 3/7... Discriminator Loss: 1.2728 ... Generator Loss: 0.6664 Epoch 3/7... Discriminator Loss: 1.1462 ... Generator Loss: 1.1617 Epoch 3/7... Discriminator Loss: 1.1513 ... Generator Loss: 0.7247
Epoch 3/7... Discriminator Loss: 0.9760 ... Generator Loss: 1.0161 Epoch 3/7... Discriminator Loss: 1.3740 ... Generator Loss: 0.5172 Epoch 3/7... Discriminator Loss: 1.0859 ... Generator Loss: 0.7982 Epoch 3/7... Discriminator Loss: 1.3132 ... Generator Loss: 0.6290 Epoch 3/7... Discriminator Loss: 1.4472 ... Generator Loss: 0.4756 Epoch 3/7... Discriminator Loss: 1.1989 ... Generator Loss: 0.5403 Epoch 3/7... Discriminator Loss: 1.5866 ... Generator Loss: 1.8603 Epoch 3/7... Discriminator Loss: 0.9782 ... Generator Loss: 1.0036 Epoch 3/7... Discriminator Loss: 1.1990 ... Generator Loss: 1.0066 Epoch 3/7... Discriminator Loss: 1.1393 ... Generator Loss: 0.7197
Epoch 3/7... Discriminator Loss: 0.9621 ... Generator Loss: 0.9717 Epoch 3/7... Discriminator Loss: 1.6304 ... Generator Loss: 0.3255 Epoch 3/7... Discriminator Loss: 0.9216 ... Generator Loss: 1.1066 Epoch 3/7... Discriminator Loss: 1.3187 ... Generator Loss: 1.2794 Epoch 3/7... Discriminator Loss: 1.1642 ... Generator Loss: 0.8226 Epoch 3/7... Discriminator Loss: 1.3828 ... Generator Loss: 0.5267 Epoch 3/7... Discriminator Loss: 1.4793 ... Generator Loss: 0.4541 Epoch 3/7... Discriminator Loss: 1.3382 ... Generator Loss: 0.6244 Epoch 3/7... Discriminator Loss: 1.2532 ... Generator Loss: 1.0104 Epoch 3/7... Discriminator Loss: 1.2550 ... Generator Loss: 1.0653
Epoch 3/7... Discriminator Loss: 1.2726 ... Generator Loss: 0.9537 Epoch 3/7... Discriminator Loss: 1.3199 ... Generator Loss: 1.0345 Epoch 3/7... Discriminator Loss: 1.2335 ... Generator Loss: 0.5092 Epoch 3/7... Discriminator Loss: 1.2755 ... Generator Loss: 0.6805 Epoch 3/7... Discriminator Loss: 1.4870 ... Generator Loss: 0.4622 Epoch 3/7... Discriminator Loss: 1.1473 ... Generator Loss: 0.9525 Epoch 3/7... Discriminator Loss: 1.2544 ... Generator Loss: 0.9533 Epoch 3/7... Discriminator Loss: 0.9578 ... Generator Loss: 0.9809 Epoch 3/7... Discriminator Loss: 1.2422 ... Generator Loss: 0.6882 Epoch 3/7... Discriminator Loss: 1.3863 ... Generator Loss: 0.5866
Epoch 3/7... Discriminator Loss: 1.1806 ... Generator Loss: 0.8446 Epoch 3/7... Discriminator Loss: 1.2606 ... Generator Loss: 1.0131 Epoch 3/7... Discriminator Loss: 1.3188 ... Generator Loss: 1.1988 Epoch 3/7... Discriminator Loss: 1.0716 ... Generator Loss: 0.9127 Epoch 3/7... Discriminator Loss: 1.0112 ... Generator Loss: 1.1082 Epoch 3/7... Discriminator Loss: 1.2573 ... Generator Loss: 0.6067 Epoch 3/7... Discriminator Loss: 1.3107 ... Generator Loss: 0.4768 Epoch 3/7... Discriminator Loss: 1.3588 ... Generator Loss: 0.4924 Epoch 3/7... Discriminator Loss: 1.0537 ... Generator Loss: 0.9726 Epoch 3/7... Discriminator Loss: 1.2084 ... Generator Loss: 1.4937
Epoch 3/7... Discriminator Loss: 1.2252 ... Generator Loss: 0.8307 Epoch 3/7... Discriminator Loss: 1.3293 ... Generator Loss: 0.4843 Epoch 3/7... Discriminator Loss: 1.2305 ... Generator Loss: 0.5828 Epoch 3/7... Discriminator Loss: 1.3744 ... Generator Loss: 0.5370 Epoch 3/7... Discriminator Loss: 0.8518 ... Generator Loss: 1.0615 Epoch 3/7... Discriminator Loss: 1.2717 ... Generator Loss: 0.9910 Epoch 3/7... Discriminator Loss: 1.2023 ... Generator Loss: 0.6862 Epoch 3/7... Discriminator Loss: 1.3009 ... Generator Loss: 0.5062 Epoch 3/7... Discriminator Loss: 1.3354 ... Generator Loss: 0.4885 Epoch 3/7... Discriminator Loss: 1.3426 ... Generator Loss: 0.4835
Epoch 3/7... Discriminator Loss: 1.0986 ... Generator Loss: 0.7921 Epoch 3/7... Discriminator Loss: 1.1585 ... Generator Loss: 1.1479 Epoch 3/7... Discriminator Loss: 1.1956 ... Generator Loss: 1.0178 Epoch 3/7... Discriminator Loss: 1.4485 ... Generator Loss: 0.4998 Epoch 3/7... Discriminator Loss: 1.2045 ... Generator Loss: 0.7009 Epoch 3/7... Discriminator Loss: 1.2868 ... Generator Loss: 1.2860 Epoch 3/7... Discriminator Loss: 1.2600 ... Generator Loss: 0.7021 Epoch 3/7... Discriminator Loss: 0.9831 ... Generator Loss: 1.0498 Epoch 3/7... Discriminator Loss: 1.4307 ... Generator Loss: 1.4200 Epoch 3/7... Discriminator Loss: 1.1802 ... Generator Loss: 1.5840
Epoch 3/7... Discriminator Loss: 1.3946 ... Generator Loss: 0.4605 Epoch 3/7... Discriminator Loss: 1.2609 ... Generator Loss: 0.5886 Epoch 3/7... Discriminator Loss: 1.1736 ... Generator Loss: 1.1094 Epoch 3/7... Discriminator Loss: 1.1575 ... Generator Loss: 1.0811 Epoch 3/7... Discriminator Loss: 1.2587 ... Generator Loss: 0.6786 Epoch 3/7... Discriminator Loss: 1.4770 ... Generator Loss: 1.3089 Epoch 3/7... Discriminator Loss: 1.3298 ... Generator Loss: 0.5341 Epoch 3/7... Discriminator Loss: 1.3867 ... Generator Loss: 0.6895 Epoch 3/7... Discriminator Loss: 1.2817 ... Generator Loss: 0.6563 Epoch 3/7... Discriminator Loss: 1.1867 ... Generator Loss: 1.3775
Epoch 3/7... Discriminator Loss: 1.4652 ... Generator Loss: 0.4920 Epoch 3/7... Discriminator Loss: 1.0886 ... Generator Loss: 0.9211 Epoch 3/7... Discriminator Loss: 1.1883 ... Generator Loss: 0.9138 Epoch 3/7... Discriminator Loss: 1.2487 ... Generator Loss: 0.5851 Epoch 3/7... Discriminator Loss: 1.2246 ... Generator Loss: 0.5950 Epoch 3/7... Discriminator Loss: 1.4538 ... Generator Loss: 0.4529 Epoch 3/7... Discriminator Loss: 1.3026 ... Generator Loss: 0.8651 Epoch 3/7... Discriminator Loss: 1.2847 ... Generator Loss: 0.4762 Epoch 3/7... Discriminator Loss: 1.0993 ... Generator Loss: 0.9028 Epoch 3/7... Discriminator Loss: 1.1650 ... Generator Loss: 1.3343
Epoch 3/7... Discriminator Loss: 1.2311 ... Generator Loss: 0.8091 Epoch 3/7... Discriminator Loss: 1.5325 ... Generator Loss: 0.4272 Epoch 3/7... Discriminator Loss: 1.2472 ... Generator Loss: 0.9578 Epoch 3/7... Discriminator Loss: 1.2606 ... Generator Loss: 0.8903 Epoch 3/7... Discriminator Loss: 1.3038 ... Generator Loss: 1.2133 Epoch 3/7... Discriminator Loss: 1.2524 ... Generator Loss: 0.8019 Epoch 3/7... Discriminator Loss: 0.9879 ... Generator Loss: 1.2944 Epoch 3/7... Discriminator Loss: 1.1920 ... Generator Loss: 0.8581 Epoch 3/7... Discriminator Loss: 1.0036 ... Generator Loss: 1.4562 Epoch 3/7... Discriminator Loss: 1.2260 ... Generator Loss: 0.9668
Epoch 3/7... Discriminator Loss: 1.3375 ... Generator Loss: 0.6171 Epoch 3/7... Discriminator Loss: 1.6091 ... Generator Loss: 1.3338 Epoch 3/7... Discriminator Loss: 1.0178 ... Generator Loss: 1.1733 Epoch 3/7... Discriminator Loss: 1.1754 ... Generator Loss: 0.9350 Epoch 3/7... Discriminator Loss: 1.3491 ... Generator Loss: 0.5306 Epoch 3/7... Discriminator Loss: 1.0114 ... Generator Loss: 1.0463 Epoch 3/7... Discriminator Loss: 1.2077 ... Generator Loss: 0.6660 Epoch 3/7... Discriminator Loss: 1.4591 ... Generator Loss: 0.4667 Epoch 3/7... Discriminator Loss: 1.2845 ... Generator Loss: 0.6496 Epoch 3/7... Discriminator Loss: 1.2223 ... Generator Loss: 0.7721
Epoch 3/7... Discriminator Loss: 1.1861 ... Generator Loss: 0.7147 Epoch 3/7... Discriminator Loss: 1.4361 ... Generator Loss: 0.5493 Epoch 3/7... Discriminator Loss: 1.2687 ... Generator Loss: 0.7120 Epoch 3/7... Discriminator Loss: 1.2830 ... Generator Loss: 0.5859 Epoch 3/7... Discriminator Loss: 1.1507 ... Generator Loss: 1.2829 Epoch 3/7... Discriminator Loss: 1.2468 ... Generator Loss: 0.8308 Epoch 3/7... Discriminator Loss: 0.9011 ... Generator Loss: 1.1054 Epoch 3/7... Discriminator Loss: 0.9947 ... Generator Loss: 0.9959 Epoch 3/7... Discriminator Loss: 1.3383 ... Generator Loss: 0.5189 Epoch 3/7... Discriminator Loss: 1.4534 ... Generator Loss: 1.5384
Epoch 3/7... Discriminator Loss: 1.1402 ... Generator Loss: 1.0141 Epoch 3/7... Discriminator Loss: 1.2580 ... Generator Loss: 0.7091 Epoch 3/7... Discriminator Loss: 0.9898 ... Generator Loss: 0.9008 Epoch 3/7... Discriminator Loss: 1.4616 ... Generator Loss: 0.4500 Epoch 3/7... Discriminator Loss: 1.3208 ... Generator Loss: 0.5375 Epoch 3/7... Discriminator Loss: 1.0502 ... Generator Loss: 0.9017 Epoch 3/7... Discriminator Loss: 1.0949 ... Generator Loss: 1.1450 Epoch 3/7... Discriminator Loss: 1.2500 ... Generator Loss: 0.7413 Epoch 3/7... Discriminator Loss: 1.2511 ... Generator Loss: 0.6323 Epoch 3/7... Discriminator Loss: 1.0165 ... Generator Loss: 0.9624
Epoch 3/7... Discriminator Loss: 1.1355 ... Generator Loss: 1.0433 Epoch 3/7... Discriminator Loss: 1.3041 ... Generator Loss: 0.6001 Epoch 3/7... Discriminator Loss: 1.3202 ... Generator Loss: 0.5194 Epoch 3/7... Discriminator Loss: 1.3738 ... Generator Loss: 0.5559 Epoch 3/7... Discriminator Loss: 1.0636 ... Generator Loss: 0.9487 Epoch 3/7... Discriminator Loss: 1.3795 ... Generator Loss: 1.3663 Epoch 3/7... Discriminator Loss: 1.2580 ... Generator Loss: 0.6392 Epoch 3/7... Discriminator Loss: 1.2414 ... Generator Loss: 0.8127 Epoch 3/7... Discriminator Loss: 1.2332 ... Generator Loss: 1.1210 Epoch 3/7... Discriminator Loss: 1.2476 ... Generator Loss: 0.8137
Epoch 3/7... Discriminator Loss: 1.1965 ... Generator Loss: 0.6336 Epoch 3/7... Discriminator Loss: 1.0844 ... Generator Loss: 0.9846 Epoch 3/7... Discriminator Loss: 1.3642 ... Generator Loss: 0.7160 Epoch 3/7... Discriminator Loss: 1.1232 ... Generator Loss: 0.9521 Epoch 3/7... Discriminator Loss: 1.4310 ... Generator Loss: 0.4042 Epoch 3/7... Discriminator Loss: 1.1539 ... Generator Loss: 0.8809 Epoch 3/7... Discriminator Loss: 1.4251 ... Generator Loss: 0.4672 Epoch 3/7... Discriminator Loss: 1.5503 ... Generator Loss: 0.4008 Epoch 3/7... Discriminator Loss: 1.0664 ... Generator Loss: 0.8207 Epoch 3/7... Discriminator Loss: 1.4406 ... Generator Loss: 0.5090
Epoch 3/7... Discriminator Loss: 1.2990 ... Generator Loss: 0.7300 Epoch 3/7... Discriminator Loss: 1.3269 ... Generator Loss: 0.6195 Epoch 3/7... Discriminator Loss: 1.6987 ... Generator Loss: 0.3249 Epoch 3/7... Discriminator Loss: 1.3802 ... Generator Loss: 0.5389 Epoch 3/7... Discriminator Loss: 1.2667 ... Generator Loss: 0.6240 Epoch 3/7... Discriminator Loss: 1.3388 ... Generator Loss: 0.5463 Epoch 3/7... Discriminator Loss: 1.4255 ... Generator Loss: 0.4589 Epoch 3/7... Discriminator Loss: 1.1492 ... Generator Loss: 0.9535 Epoch 3/7... Discriminator Loss: 0.9530 ... Generator Loss: 0.9624 Epoch 3/7... Discriminator Loss: 1.1653 ... Generator Loss: 0.7326
Epoch 3/7... Discriminator Loss: 1.7465 ... Generator Loss: 1.4380 Epoch 3/7... Discriminator Loss: 1.5762 ... Generator Loss: 0.4073 Epoch 3/7... Discriminator Loss: 0.9279 ... Generator Loss: 1.4840 Epoch 3/7... Discriminator Loss: 1.3057 ... Generator Loss: 1.1465 Epoch 3/7... Discriminator Loss: 1.4827 ... Generator Loss: 0.5047 Epoch 3/7... Discriminator Loss: 1.4190 ... Generator Loss: 0.6768 Epoch 3/7... Discriminator Loss: 1.4243 ... Generator Loss: 0.4904 Epoch 3/7... Discriminator Loss: 1.1519 ... Generator Loss: 0.7149 Epoch 3/7... Discriminator Loss: 1.1606 ... Generator Loss: 0.9289 Epoch 3/7... Discriminator Loss: 1.2429 ... Generator Loss: 0.6952
Epoch 3/7... Discriminator Loss: 1.2022 ... Generator Loss: 0.6280 Epoch 3/7... Discriminator Loss: 1.2728 ... Generator Loss: 0.5696 Epoch 3/7... Discriminator Loss: 1.1372 ... Generator Loss: 0.8809 Epoch 3/7... Discriminator Loss: 1.4443 ... Generator Loss: 1.2385 Epoch 3/7... Discriminator Loss: 1.3115 ... Generator Loss: 0.5785 Epoch 3/7... Discriminator Loss: 1.3631 ... Generator Loss: 0.9782 Epoch 3/7... Discriminator Loss: 1.3806 ... Generator Loss: 0.5000 Epoch 3/7... Discriminator Loss: 1.1887 ... Generator Loss: 0.6277 Epoch 3/7... Discriminator Loss: 1.4372 ... Generator Loss: 0.9611 Epoch 3/7... Discriminator Loss: 1.1154 ... Generator Loss: 1.6970
Epoch 3/7... Discriminator Loss: 1.2729 ... Generator Loss: 0.7648 Epoch 3/7... Discriminator Loss: 0.9272 ... Generator Loss: 1.2148 Epoch 3/7... Discriminator Loss: 1.3595 ... Generator Loss: 0.8850 Epoch 3/7... Discriminator Loss: 1.3601 ... Generator Loss: 1.1115 Epoch 3/7... Discriminator Loss: 1.3073 ... Generator Loss: 0.7576 Epoch 3/7... Discriminator Loss: 1.1869 ... Generator Loss: 0.8125 Epoch 3/7... Discriminator Loss: 1.5608 ... Generator Loss: 0.4672 Epoch 3/7... Discriminator Loss: 1.2175 ... Generator Loss: 0.8397 Epoch 3/7... Discriminator Loss: 1.3645 ... Generator Loss: 0.5066 Epoch 3/7... Discriminator Loss: 1.3103 ... Generator Loss: 0.6194
Epoch 3/7... Discriminator Loss: 1.3719 ... Generator Loss: 0.6198 Epoch 3/7... Discriminator Loss: 1.1016 ... Generator Loss: 0.8077 Epoch 3/7... Discriminator Loss: 1.2297 ... Generator Loss: 0.9574 Epoch 3/7... Discriminator Loss: 1.1711 ... Generator Loss: 0.6931 Epoch 3/7... Discriminator Loss: 1.0746 ... Generator Loss: 0.9357 Epoch 3/7... Discriminator Loss: 1.3053 ... Generator Loss: 1.3155 Epoch 3/7... Discriminator Loss: 1.1435 ... Generator Loss: 0.7288 Epoch 3/7... Discriminator Loss: 1.3503 ... Generator Loss: 0.5310 Epoch 3/7... Discriminator Loss: 1.4343 ... Generator Loss: 0.4794 Epoch 3/7... Discriminator Loss: 1.4698 ... Generator Loss: 0.5208
Epoch 3/7... Discriminator Loss: 1.1131 ... Generator Loss: 1.5450 Epoch 3/7... Discriminator Loss: 1.1664 ... Generator Loss: 0.8640 Epoch 3/7... Discriminator Loss: 1.2083 ... Generator Loss: 0.8080 Epoch 3/7... Discriminator Loss: 1.3023 ... Generator Loss: 0.5707 Epoch 3/7... Discriminator Loss: 1.1894 ... Generator Loss: 0.6947 Epoch 3/7... Discriminator Loss: 1.2668 ... Generator Loss: 0.7194 Epoch 3/7... Discriminator Loss: 1.1955 ... Generator Loss: 1.0061 Epoch 3/7... Discriminator Loss: 1.1886 ... Generator Loss: 0.6474 Epoch 3/7... Discriminator Loss: 1.1756 ... Generator Loss: 0.8397 Epoch 3/7... Discriminator Loss: 1.2251 ... Generator Loss: 0.5994
Epoch 3/7... Discriminator Loss: 1.4467 ... Generator Loss: 0.4363 Epoch 3/7... Discriminator Loss: 1.2459 ... Generator Loss: 1.0068 Epoch 3/7... Discriminator Loss: 1.0515 ... Generator Loss: 1.1557 Epoch 3/7... Discriminator Loss: 0.9332 ... Generator Loss: 1.3168 Epoch 3/7... Discriminator Loss: 1.3843 ... Generator Loss: 0.5173 Epoch 3/7... Discriminator Loss: 1.3576 ... Generator Loss: 0.5424 Epoch 3/7... Discriminator Loss: 1.0886 ... Generator Loss: 0.8296 Epoch 3/7... Discriminator Loss: 1.4258 ... Generator Loss: 1.2320 Epoch 3/7... Discriminator Loss: 1.2798 ... Generator Loss: 1.0233 Epoch 3/7... Discriminator Loss: 1.1518 ... Generator Loss: 0.7337
Epoch 3/7... Discriminator Loss: 1.0872 ... Generator Loss: 0.9714 Epoch 3/7... Discriminator Loss: 1.2537 ... Generator Loss: 0.6228 Epoch 3/7... Discriminator Loss: 1.5425 ... Generator Loss: 0.5250 Epoch 3/7... Discriminator Loss: 1.1249 ... Generator Loss: 0.9442 Epoch 3/7... Discriminator Loss: 1.2464 ... Generator Loss: 1.4176 Epoch 3/7... Discriminator Loss: 1.3850 ... Generator Loss: 0.4888 Epoch 3/7... Discriminator Loss: 1.3715 ... Generator Loss: 0.5743 Epoch 3/7... Discriminator Loss: 1.1925 ... Generator Loss: 1.2337 Epoch 3/7... Discriminator Loss: 0.9441 ... Generator Loss: 0.8924 Epoch 4/7... Discriminator Loss: 1.3448 ... Generator Loss: 1.2110
Epoch 4/7... Discriminator Loss: 1.2374 ... Generator Loss: 0.6682 Epoch 4/7... Discriminator Loss: 1.4005 ... Generator Loss: 0.4884 Epoch 4/7... Discriminator Loss: 1.2291 ... Generator Loss: 0.6445 Epoch 4/7... Discriminator Loss: 1.0759 ... Generator Loss: 0.6732 Epoch 4/7... Discriminator Loss: 1.1179 ... Generator Loss: 0.9176 Epoch 4/7... Discriminator Loss: 1.2920 ... Generator Loss: 0.5493 Epoch 4/7... Discriminator Loss: 1.5956 ... Generator Loss: 0.3923 Epoch 4/7... Discriminator Loss: 1.0805 ... Generator Loss: 0.7395 Epoch 4/7... Discriminator Loss: 1.0519 ... Generator Loss: 1.2406 Epoch 4/7... Discriminator Loss: 1.2886 ... Generator Loss: 0.9991
Epoch 4/7... Discriminator Loss: 1.2319 ... Generator Loss: 0.6534 Epoch 4/7... Discriminator Loss: 1.5103 ... Generator Loss: 0.4251 Epoch 4/7... Discriminator Loss: 1.3108 ... Generator Loss: 0.6718 Epoch 4/7... Discriminator Loss: 1.2772 ... Generator Loss: 0.7847 Epoch 4/7... Discriminator Loss: 1.3469 ... Generator Loss: 1.4551 Epoch 4/7... Discriminator Loss: 1.3314 ... Generator Loss: 0.6385 Epoch 4/7... Discriminator Loss: 1.3255 ... Generator Loss: 0.4835 Epoch 4/7... Discriminator Loss: 1.2358 ... Generator Loss: 0.9352 Epoch 4/7... Discriminator Loss: 1.2365 ... Generator Loss: 0.8792 Epoch 4/7... Discriminator Loss: 1.2292 ... Generator Loss: 0.7937
Epoch 4/7... Discriminator Loss: 1.3322 ... Generator Loss: 1.0255 Epoch 4/7... Discriminator Loss: 1.0836 ... Generator Loss: 1.0836 Epoch 4/7... Discriminator Loss: 1.2885 ... Generator Loss: 0.7901 Epoch 4/7... Discriminator Loss: 1.3072 ... Generator Loss: 1.0496 Epoch 4/7... Discriminator Loss: 1.3994 ... Generator Loss: 1.2279 Epoch 4/7... Discriminator Loss: 1.2660 ... Generator Loss: 1.1000 Epoch 4/7... Discriminator Loss: 1.0887 ... Generator Loss: 1.0301 Epoch 4/7... Discriminator Loss: 1.2048 ... Generator Loss: 0.8870 Epoch 4/7... Discriminator Loss: 1.3289 ... Generator Loss: 0.7754 Epoch 4/7... Discriminator Loss: 1.1212 ... Generator Loss: 1.1407
Epoch 4/7... Discriminator Loss: 0.9485 ... Generator Loss: 1.2244 Epoch 4/7... Discriminator Loss: 1.2487 ... Generator Loss: 0.9261 Epoch 4/7... Discriminator Loss: 1.1355 ... Generator Loss: 1.1084 Epoch 4/7... Discriminator Loss: 1.2879 ... Generator Loss: 0.5831 Epoch 4/7... Discriminator Loss: 1.1960 ... Generator Loss: 0.7438 Epoch 4/7... Discriminator Loss: 1.1822 ... Generator Loss: 0.7392 Epoch 4/7... Discriminator Loss: 1.3300 ... Generator Loss: 0.5777 Epoch 4/7... Discriminator Loss: 1.3419 ... Generator Loss: 0.5413 Epoch 4/7... Discriminator Loss: 1.1282 ... Generator Loss: 0.9244 Epoch 4/7... Discriminator Loss: 1.6642 ... Generator Loss: 0.3921
Epoch 4/7... Discriminator Loss: 1.1841 ... Generator Loss: 0.8479 Epoch 4/7... Discriminator Loss: 1.2154 ... Generator Loss: 1.0922 Epoch 4/7... Discriminator Loss: 1.2155 ... Generator Loss: 1.2207 Epoch 4/7... Discriminator Loss: 1.5719 ... Generator Loss: 0.4434 Epoch 4/7... Discriminator Loss: 1.2162 ... Generator Loss: 0.7443 Epoch 4/7... Discriminator Loss: 1.4544 ... Generator Loss: 0.4533 Epoch 4/7... Discriminator Loss: 1.3813 ... Generator Loss: 0.4802 Epoch 4/7... Discriminator Loss: 1.0874 ... Generator Loss: 0.8197 Epoch 4/7... Discriminator Loss: 1.2677 ... Generator Loss: 1.1001 Epoch 4/7... Discriminator Loss: 1.2910 ... Generator Loss: 0.8226
Epoch 4/7... Discriminator Loss: 1.3641 ... Generator Loss: 0.5778 Epoch 4/7... Discriminator Loss: 1.2492 ... Generator Loss: 0.6705 Epoch 4/7... Discriminator Loss: 1.1413 ... Generator Loss: 0.6834 Epoch 4/7... Discriminator Loss: 1.1663 ... Generator Loss: 0.9802 Epoch 4/7... Discriminator Loss: 1.4279 ... Generator Loss: 1.0533 Epoch 4/7... Discriminator Loss: 1.1668 ... Generator Loss: 0.9141 Epoch 4/7... Discriminator Loss: 1.1531 ... Generator Loss: 0.8411 Epoch 4/7... Discriminator Loss: 1.0172 ... Generator Loss: 1.2046 Epoch 4/7... Discriminator Loss: 1.2539 ... Generator Loss: 0.6261 Epoch 4/7... Discriminator Loss: 1.1377 ... Generator Loss: 1.0726
Epoch 4/7... Discriminator Loss: 1.5057 ... Generator Loss: 1.3783 Epoch 4/7... Discriminator Loss: 1.2954 ... Generator Loss: 0.8599 Epoch 4/7... Discriminator Loss: 1.2636 ... Generator Loss: 0.6103 Epoch 4/7... Discriminator Loss: 1.2979 ... Generator Loss: 0.5258 Epoch 4/7... Discriminator Loss: 1.2939 ... Generator Loss: 0.5824 Epoch 4/7... Discriminator Loss: 1.1607 ... Generator Loss: 0.7792 Epoch 4/7... Discriminator Loss: 1.2698 ... Generator Loss: 0.9583 Epoch 4/7... Discriminator Loss: 1.2165 ... Generator Loss: 0.6536 Epoch 4/7... Discriminator Loss: 1.1086 ... Generator Loss: 0.9093 Epoch 4/7... Discriminator Loss: 1.4578 ... Generator Loss: 0.4576
Epoch 4/7... Discriminator Loss: 1.4257 ... Generator Loss: 1.2119 Epoch 4/7... Discriminator Loss: 1.1955 ... Generator Loss: 0.7583 Epoch 4/7... Discriminator Loss: 1.2171 ... Generator Loss: 1.0232 Epoch 4/7... Discriminator Loss: 1.3160 ... Generator Loss: 1.0911 Epoch 4/7... Discriminator Loss: 1.2089 ... Generator Loss: 0.8061 Epoch 4/7... Discriminator Loss: 1.1630 ... Generator Loss: 0.6001 Epoch 4/7... Discriminator Loss: 1.0186 ... Generator Loss: 0.8353 Epoch 4/7... Discriminator Loss: 1.2400 ... Generator Loss: 0.7463 Epoch 4/7... Discriminator Loss: 1.1914 ... Generator Loss: 0.8039 Epoch 4/7... Discriminator Loss: 1.3387 ... Generator Loss: 1.1484
Epoch 4/7... Discriminator Loss: 1.2521 ... Generator Loss: 0.6407 Epoch 4/7... Discriminator Loss: 1.3046 ... Generator Loss: 0.5448 Epoch 4/7... Discriminator Loss: 1.1013 ... Generator Loss: 0.7737 Epoch 4/7... Discriminator Loss: 1.2839 ... Generator Loss: 0.7552 Epoch 4/7... Discriminator Loss: 1.4541 ... Generator Loss: 0.4192 Epoch 4/7... Discriminator Loss: 1.1828 ... Generator Loss: 0.9356 Epoch 4/7... Discriminator Loss: 1.3423 ... Generator Loss: 0.5179 Epoch 4/7... Discriminator Loss: 1.2346 ... Generator Loss: 0.7048 Epoch 4/7... Discriminator Loss: 1.2882 ... Generator Loss: 0.6467 Epoch 4/7... Discriminator Loss: 1.2031 ... Generator Loss: 0.7532
Epoch 4/7... Discriminator Loss: 1.3381 ... Generator Loss: 1.0292 Epoch 4/7... Discriminator Loss: 1.1680 ... Generator Loss: 0.9641 Epoch 4/7... Discriminator Loss: 1.4787 ... Generator Loss: 0.5404 Epoch 4/7... Discriminator Loss: 1.2393 ... Generator Loss: 0.7704 Epoch 4/7... Discriminator Loss: 1.3292 ... Generator Loss: 0.5982 Epoch 4/7... Discriminator Loss: 1.1594 ... Generator Loss: 0.8571 Epoch 4/7... Discriminator Loss: 1.1850 ... Generator Loss: 0.8690 Epoch 4/7... Discriminator Loss: 1.2744 ... Generator Loss: 0.7247 Epoch 4/7... Discriminator Loss: 1.0757 ... Generator Loss: 0.9743 Epoch 4/7... Discriminator Loss: 1.6985 ... Generator Loss: 1.4315
Epoch 4/7... Discriminator Loss: 1.1679 ... Generator Loss: 0.6385 Epoch 4/7... Discriminator Loss: 1.4060 ... Generator Loss: 1.4318 Epoch 4/7... Discriminator Loss: 1.2287 ... Generator Loss: 0.7468 Epoch 4/7... Discriminator Loss: 1.2370 ... Generator Loss: 0.5858 Epoch 4/7... Discriminator Loss: 1.5612 ... Generator Loss: 1.1604 Epoch 4/7... Discriminator Loss: 1.2363 ... Generator Loss: 0.7484 Epoch 4/7... Discriminator Loss: 1.2071 ... Generator Loss: 1.0490 Epoch 4/7... Discriminator Loss: 1.4223 ... Generator Loss: 1.0822 Epoch 4/7... Discriminator Loss: 1.2466 ... Generator Loss: 0.7455 Epoch 4/7... Discriminator Loss: 1.3535 ... Generator Loss: 0.6016
Epoch 4/7... Discriminator Loss: 1.1205 ... Generator Loss: 0.9578 Epoch 4/7... Discriminator Loss: 1.1866 ... Generator Loss: 0.8936 Epoch 4/7... Discriminator Loss: 1.2994 ... Generator Loss: 1.1499 Epoch 4/7... Discriminator Loss: 1.1602 ... Generator Loss: 0.8822 Epoch 4/7... Discriminator Loss: 1.2183 ... Generator Loss: 0.6143 Epoch 4/7... Discriminator Loss: 1.2301 ... Generator Loss: 0.5656 Epoch 4/7... Discriminator Loss: 1.4600 ... Generator Loss: 0.5263 Epoch 4/7... Discriminator Loss: 1.3361 ... Generator Loss: 0.5573 Epoch 4/7... Discriminator Loss: 1.3201 ... Generator Loss: 0.5791 Epoch 4/7... Discriminator Loss: 1.1919 ... Generator Loss: 1.2015
Epoch 4/7... Discriminator Loss: 1.1769 ... Generator Loss: 0.9003 Epoch 4/7... Discriminator Loss: 1.3204 ... Generator Loss: 0.5759 Epoch 4/7... Discriminator Loss: 1.1799 ... Generator Loss: 0.7629 Epoch 4/7... Discriminator Loss: 1.3297 ... Generator Loss: 0.5727 Epoch 4/7... Discriminator Loss: 1.2435 ... Generator Loss: 0.6745 Epoch 4/7... Discriminator Loss: 1.1990 ... Generator Loss: 1.2433 Epoch 4/7... Discriminator Loss: 1.4081 ... Generator Loss: 0.4593 Epoch 4/7... Discriminator Loss: 1.2386 ... Generator Loss: 0.7916 Epoch 4/7... Discriminator Loss: 1.3017 ... Generator Loss: 0.6794 Epoch 4/7... Discriminator Loss: 1.3485 ... Generator Loss: 0.6603
Epoch 4/7... Discriminator Loss: 1.2812 ... Generator Loss: 1.1214 Epoch 4/7... Discriminator Loss: 1.0966 ... Generator Loss: 0.8804 Epoch 4/7... Discriminator Loss: 1.2172 ... Generator Loss: 0.9789 Epoch 4/7... Discriminator Loss: 1.1860 ... Generator Loss: 0.8824 Epoch 4/7... Discriminator Loss: 1.2400 ... Generator Loss: 1.0922 Epoch 4/7... Discriminator Loss: 1.2229 ... Generator Loss: 0.7397 Epoch 4/7... Discriminator Loss: 1.3742 ... Generator Loss: 0.9788 Epoch 4/7... Discriminator Loss: 1.2722 ... Generator Loss: 0.6009 Epoch 4/7... Discriminator Loss: 1.1545 ... Generator Loss: 0.7233 Epoch 4/7... Discriminator Loss: 1.1996 ... Generator Loss: 0.7426
Epoch 4/7... Discriminator Loss: 1.4418 ... Generator Loss: 1.2050 Epoch 4/7... Discriminator Loss: 1.3384 ... Generator Loss: 0.6395 Epoch 4/7... Discriminator Loss: 1.1394 ... Generator Loss: 0.8455 Epoch 4/7... Discriminator Loss: 1.0284 ... Generator Loss: 0.8255 Epoch 4/7... Discriminator Loss: 1.2985 ... Generator Loss: 0.5351 Epoch 4/7... Discriminator Loss: 1.0930 ... Generator Loss: 0.7576 Epoch 4/7... Discriminator Loss: 1.4745 ... Generator Loss: 1.1527 Epoch 4/7... Discriminator Loss: 1.2247 ... Generator Loss: 0.9229 Epoch 4/7... Discriminator Loss: 1.3146 ... Generator Loss: 0.7933 Epoch 4/7... Discriminator Loss: 1.1446 ... Generator Loss: 0.7850
Epoch 4/7... Discriminator Loss: 1.3786 ... Generator Loss: 1.3672 Epoch 4/7... Discriminator Loss: 1.1166 ... Generator Loss: 0.9271 Epoch 4/7... Discriminator Loss: 1.4737 ... Generator Loss: 0.4778 Epoch 4/7... Discriminator Loss: 1.2475 ... Generator Loss: 0.7522 Epoch 4/7... Discriminator Loss: 1.2074 ... Generator Loss: 0.6132 Epoch 4/7... Discriminator Loss: 1.2320 ... Generator Loss: 0.9363 Epoch 4/7... Discriminator Loss: 1.1887 ... Generator Loss: 0.7759 Epoch 4/7... Discriminator Loss: 1.2719 ... Generator Loss: 1.0559 Epoch 4/7... Discriminator Loss: 1.5219 ... Generator Loss: 1.4070 Epoch 4/7... Discriminator Loss: 1.2034 ... Generator Loss: 0.7011
Epoch 4/7... Discriminator Loss: 1.2972 ... Generator Loss: 1.1254 Epoch 4/7... Discriminator Loss: 1.1678 ... Generator Loss: 0.7823 Epoch 4/7... Discriminator Loss: 1.4266 ... Generator Loss: 0.4740 Epoch 4/7... Discriminator Loss: 1.3767 ... Generator Loss: 0.5586 Epoch 4/7... Discriminator Loss: 1.4260 ... Generator Loss: 1.0001 Epoch 4/7... Discriminator Loss: 1.1886 ... Generator Loss: 0.8350 Epoch 4/7... Discriminator Loss: 1.3512 ... Generator Loss: 0.5369 Epoch 4/7... Discriminator Loss: 1.4082 ... Generator Loss: 1.1132 Epoch 4/7... Discriminator Loss: 1.2801 ... Generator Loss: 0.7350 Epoch 4/7... Discriminator Loss: 1.4411 ... Generator Loss: 0.6323
Epoch 4/7... Discriminator Loss: 1.2496 ... Generator Loss: 0.9812 Epoch 4/7... Discriminator Loss: 1.0379 ... Generator Loss: 1.1318 Epoch 4/7... Discriminator Loss: 1.1729 ... Generator Loss: 0.6288 Epoch 4/7... Discriminator Loss: 1.4826 ... Generator Loss: 0.4896 Epoch 4/7... Discriminator Loss: 1.1452 ... Generator Loss: 0.9094 Epoch 4/7... Discriminator Loss: 1.0813 ... Generator Loss: 1.1842 Epoch 4/7... Discriminator Loss: 1.2277 ... Generator Loss: 0.8994 Epoch 4/7... Discriminator Loss: 1.1120 ... Generator Loss: 0.7445 Epoch 4/7... Discriminator Loss: 1.2637 ... Generator Loss: 1.1727 Epoch 4/7... Discriminator Loss: 1.3067 ... Generator Loss: 0.6139
Epoch 4/7... Discriminator Loss: 1.3477 ... Generator Loss: 0.6657 Epoch 4/7... Discriminator Loss: 1.1002 ... Generator Loss: 1.0196 Epoch 4/7... Discriminator Loss: 1.2206 ... Generator Loss: 0.8289 Epoch 4/7... Discriminator Loss: 1.2278 ... Generator Loss: 0.8689 Epoch 4/7... Discriminator Loss: 1.2724 ... Generator Loss: 1.3222 Epoch 4/7... Discriminator Loss: 1.1029 ... Generator Loss: 0.8044 Epoch 4/7... Discriminator Loss: 1.3357 ... Generator Loss: 0.5710 Epoch 4/7... Discriminator Loss: 1.2751 ... Generator Loss: 0.7530 Epoch 4/7... Discriminator Loss: 0.9834 ... Generator Loss: 0.9474 Epoch 4/7... Discriminator Loss: 1.2993 ... Generator Loss: 0.5646
Epoch 4/7... Discriminator Loss: 1.2023 ... Generator Loss: 0.7420 Epoch 4/7... Discriminator Loss: 1.1660 ... Generator Loss: 0.7311 Epoch 4/7... Discriminator Loss: 1.2717 ... Generator Loss: 0.7256 Epoch 4/7... Discriminator Loss: 1.1519 ... Generator Loss: 0.8870 Epoch 4/7... Discriminator Loss: 1.2549 ... Generator Loss: 0.8774 Epoch 4/7... Discriminator Loss: 1.1867 ... Generator Loss: 0.6575 Epoch 4/7... Discriminator Loss: 1.0929 ... Generator Loss: 0.8351 Epoch 4/7... Discriminator Loss: 1.0999 ... Generator Loss: 0.8202 Epoch 4/7... Discriminator Loss: 1.4486 ... Generator Loss: 1.0838 Epoch 4/7... Discriminator Loss: 1.3845 ... Generator Loss: 0.5623
Epoch 4/7... Discriminator Loss: 1.2628 ... Generator Loss: 0.6317 Epoch 4/7... Discriminator Loss: 1.4169 ... Generator Loss: 1.2002 Epoch 4/7... Discriminator Loss: 1.2596 ... Generator Loss: 1.1643 Epoch 4/7... Discriminator Loss: 1.2881 ... Generator Loss: 0.6515 Epoch 4/7... Discriminator Loss: 1.2516 ... Generator Loss: 0.7369 Epoch 4/7... Discriminator Loss: 1.1949 ... Generator Loss: 0.8744 Epoch 4/7... Discriminator Loss: 1.3261 ... Generator Loss: 0.5306 Epoch 4/7... Discriminator Loss: 1.2595 ... Generator Loss: 1.0929 Epoch 4/7... Discriminator Loss: 1.4692 ... Generator Loss: 0.4284 Epoch 4/7... Discriminator Loss: 1.4041 ... Generator Loss: 0.6367
Epoch 4/7... Discriminator Loss: 1.4467 ... Generator Loss: 0.4847 Epoch 4/7... Discriminator Loss: 1.3218 ... Generator Loss: 0.5860 Epoch 4/7... Discriminator Loss: 1.5968 ... Generator Loss: 0.3867 Epoch 4/7... Discriminator Loss: 1.1503 ... Generator Loss: 0.7606 Epoch 4/7... Discriminator Loss: 1.3364 ... Generator Loss: 0.5217 Epoch 4/7... Discriminator Loss: 1.2722 ... Generator Loss: 0.6710 Epoch 4/7... Discriminator Loss: 1.2877 ... Generator Loss: 0.5621 Epoch 4/7... Discriminator Loss: 1.4569 ... Generator Loss: 0.4450 Epoch 4/7... Discriminator Loss: 1.0953 ... Generator Loss: 0.7602 Epoch 4/7... Discriminator Loss: 1.0368 ... Generator Loss: 0.8785
Epoch 4/7... Discriminator Loss: 1.3444 ... Generator Loss: 0.6189 Epoch 4/7... Discriminator Loss: 1.3215 ... Generator Loss: 0.5359 Epoch 4/7... Discriminator Loss: 1.3157 ... Generator Loss: 0.8547 Epoch 4/7... Discriminator Loss: 1.3478 ... Generator Loss: 0.5879 Epoch 4/7... Discriminator Loss: 1.2453 ... Generator Loss: 0.8227 Epoch 4/7... Discriminator Loss: 1.2391 ... Generator Loss: 0.7552 Epoch 4/7... Discriminator Loss: 1.2192 ... Generator Loss: 0.7303 Epoch 4/7... Discriminator Loss: 1.2682 ... Generator Loss: 0.6860 Epoch 4/7... Discriminator Loss: 1.2211 ... Generator Loss: 0.6338 Epoch 4/7... Discriminator Loss: 0.6707 ... Generator Loss: 1.6548
Epoch 4/7... Discriminator Loss: 1.4772 ... Generator Loss: 0.4307 Epoch 4/7... Discriminator Loss: 1.2245 ... Generator Loss: 0.7771 Epoch 4/7... Discriminator Loss: 1.2018 ... Generator Loss: 0.8880 Epoch 4/7... Discriminator Loss: 1.3514 ... Generator Loss: 0.5697 Epoch 4/7... Discriminator Loss: 1.0749 ... Generator Loss: 1.1545 Epoch 4/7... Discriminator Loss: 1.4181 ... Generator Loss: 1.0963 Epoch 4/7... Discriminator Loss: 1.3546 ... Generator Loss: 1.1228 Epoch 4/7... Discriminator Loss: 1.3498 ... Generator Loss: 0.5118 Epoch 4/7... Discriminator Loss: 1.2371 ... Generator Loss: 0.7178 Epoch 4/7... Discriminator Loss: 1.1255 ... Generator Loss: 0.8654
Epoch 4/7... Discriminator Loss: 1.2177 ... Generator Loss: 1.0992 Epoch 4/7... Discriminator Loss: 1.2427 ... Generator Loss: 0.7564 Epoch 4/7... Discriminator Loss: 1.2703 ... Generator Loss: 0.8034 Epoch 4/7... Discriminator Loss: 1.2567 ... Generator Loss: 1.0576 Epoch 4/7... Discriminator Loss: 1.1966 ... Generator Loss: 0.6003 Epoch 4/7... Discriminator Loss: 1.2576 ... Generator Loss: 0.9618 Epoch 4/7... Discriminator Loss: 1.2211 ... Generator Loss: 0.9555 Epoch 4/7... Discriminator Loss: 1.2563 ... Generator Loss: 0.7790 Epoch 4/7... Discriminator Loss: 1.3743 ... Generator Loss: 1.1453 Epoch 4/7... Discriminator Loss: 1.2864 ... Generator Loss: 0.6230
Epoch 4/7... Discriminator Loss: 1.1587 ... Generator Loss: 0.7370 Epoch 4/7... Discriminator Loss: 1.2051 ... Generator Loss: 0.7578 Epoch 4/7... Discriminator Loss: 1.0174 ... Generator Loss: 0.9151 Epoch 4/7... Discriminator Loss: 1.1890 ... Generator Loss: 0.7831 Epoch 4/7... Discriminator Loss: 1.4319 ... Generator Loss: 0.5126 Epoch 4/7... Discriminator Loss: 1.2498 ... Generator Loss: 0.7207 Epoch 4/7... Discriminator Loss: 1.2349 ... Generator Loss: 1.1304 Epoch 4/7... Discriminator Loss: 1.1506 ... Generator Loss: 0.7510 Epoch 4/7... Discriminator Loss: 1.4529 ... Generator Loss: 0.5069 Epoch 4/7... Discriminator Loss: 1.2920 ... Generator Loss: 0.6762
Epoch 4/7... Discriminator Loss: 1.1598 ... Generator Loss: 0.7304 Epoch 4/7... Discriminator Loss: 1.2153 ... Generator Loss: 0.8368 Epoch 4/7... Discriminator Loss: 1.1772 ... Generator Loss: 0.6957 Epoch 4/7... Discriminator Loss: 1.1790 ... Generator Loss: 0.7147 Epoch 4/7... Discriminator Loss: 1.3244 ... Generator Loss: 0.5692 Epoch 4/7... Discriminator Loss: 1.3837 ... Generator Loss: 0.4837 Epoch 4/7... Discriminator Loss: 1.2367 ... Generator Loss: 0.6366 Epoch 4/7... Discriminator Loss: 1.3129 ... Generator Loss: 0.5407 Epoch 4/7... Discriminator Loss: 1.2141 ... Generator Loss: 0.9780 Epoch 4/7... Discriminator Loss: 1.0877 ... Generator Loss: 0.9280
Epoch 4/7... Discriminator Loss: 1.1260 ... Generator Loss: 1.0385 Epoch 4/7... Discriminator Loss: 1.2425 ... Generator Loss: 1.1749 Epoch 4/7... Discriminator Loss: 1.2051 ... Generator Loss: 0.7059 Epoch 4/7... Discriminator Loss: 1.2321 ... Generator Loss: 0.6483 Epoch 4/7... Discriminator Loss: 1.2709 ... Generator Loss: 0.7936 Epoch 4/7... Discriminator Loss: 1.1516 ... Generator Loss: 0.8761 Epoch 4/7... Discriminator Loss: 1.3097 ... Generator Loss: 0.5937 Epoch 4/7... Discriminator Loss: 1.2019 ... Generator Loss: 0.8054 Epoch 4/7... Discriminator Loss: 1.3989 ... Generator Loss: 0.5314 Epoch 4/7... Discriminator Loss: 1.2496 ... Generator Loss: 0.7265
Epoch 4/7... Discriminator Loss: 1.4229 ... Generator Loss: 0.5868 Epoch 4/7... Discriminator Loss: 1.3882 ... Generator Loss: 0.4906 Epoch 4/7... Discriminator Loss: 1.2415 ... Generator Loss: 0.9141 Epoch 4/7... Discriminator Loss: 1.1931 ... Generator Loss: 0.7248 Epoch 4/7... Discriminator Loss: 1.0725 ... Generator Loss: 0.8731 Epoch 4/7... Discriminator Loss: 1.2759 ... Generator Loss: 0.7932 Epoch 4/7... Discriminator Loss: 1.2983 ... Generator Loss: 1.0876 Epoch 4/7... Discriminator Loss: 1.4428 ... Generator Loss: 0.7346 Epoch 4/7... Discriminator Loss: 1.2100 ... Generator Loss: 0.6561 Epoch 4/7... Discriminator Loss: 1.2774 ... Generator Loss: 1.2134
Epoch 4/7... Discriminator Loss: 1.1257 ... Generator Loss: 1.2635 Epoch 4/7... Discriminator Loss: 1.5190 ... Generator Loss: 0.4519 Epoch 4/7... Discriminator Loss: 1.2889 ... Generator Loss: 0.6076 Epoch 4/7... Discriminator Loss: 1.4004 ... Generator Loss: 0.5626 Epoch 4/7... Discriminator Loss: 1.3070 ... Generator Loss: 0.5229 Epoch 4/7... Discriminator Loss: 1.2474 ... Generator Loss: 0.7353 Epoch 4/7... Discriminator Loss: 1.3320 ... Generator Loss: 0.6972 Epoch 4/7... Discriminator Loss: 1.4657 ... Generator Loss: 1.1897 Epoch 4/7... Discriminator Loss: 1.2586 ... Generator Loss: 0.8363 Epoch 4/7... Discriminator Loss: 1.2072 ... Generator Loss: 0.6675
Epoch 4/7... Discriminator Loss: 1.3363 ... Generator Loss: 1.1724 Epoch 4/7... Discriminator Loss: 1.2454 ... Generator Loss: 0.8573 Epoch 4/7... Discriminator Loss: 1.3213 ... Generator Loss: 1.0909 Epoch 4/7... Discriminator Loss: 1.1658 ... Generator Loss: 0.9576 Epoch 4/7... Discriminator Loss: 1.1588 ... Generator Loss: 0.6757 Epoch 4/7... Discriminator Loss: 1.1420 ... Generator Loss: 0.9782 Epoch 4/7... Discriminator Loss: 1.1942 ... Generator Loss: 0.8898 Epoch 4/7... Discriminator Loss: 1.2689 ... Generator Loss: 0.6946 Epoch 4/7... Discriminator Loss: 1.0560 ... Generator Loss: 1.0017 Epoch 4/7... Discriminator Loss: 1.1629 ... Generator Loss: 0.8903
Epoch 4/7... Discriminator Loss: 1.5966 ... Generator Loss: 0.5006 Epoch 4/7... Discriminator Loss: 1.2168 ... Generator Loss: 0.8525 Epoch 4/7... Discriminator Loss: 1.5667 ... Generator Loss: 1.2382 Epoch 4/7... Discriminator Loss: 1.2458 ... Generator Loss: 0.7900 Epoch 4/7... Discriminator Loss: 1.2371 ... Generator Loss: 0.6832 Epoch 4/7... Discriminator Loss: 1.2598 ... Generator Loss: 0.6536 Epoch 5/7... Discriminator Loss: 1.1629 ... Generator Loss: 0.6736 Epoch 5/7... Discriminator Loss: 1.3205 ... Generator Loss: 0.7987 Epoch 5/7... Discriminator Loss: 1.3070 ... Generator Loss: 0.9463 Epoch 5/7... Discriminator Loss: 1.3147 ... Generator Loss: 0.5712
Epoch 5/7... Discriminator Loss: 1.2675 ... Generator Loss: 1.0930 Epoch 5/7... Discriminator Loss: 0.9059 ... Generator Loss: 1.3345 Epoch 5/7... Discriminator Loss: 1.3226 ... Generator Loss: 0.5372 Epoch 5/7... Discriminator Loss: 1.3573 ... Generator Loss: 0.5229 Epoch 5/7... Discriminator Loss: 1.3665 ... Generator Loss: 1.2008 Epoch 5/7... Discriminator Loss: 1.3023 ... Generator Loss: 0.6980 Epoch 5/7... Discriminator Loss: 1.2079 ... Generator Loss: 0.6207 Epoch 5/7... Discriminator Loss: 1.2291 ... Generator Loss: 1.6680 Epoch 5/7... Discriminator Loss: 1.3373 ... Generator Loss: 1.0379 Epoch 5/7... Discriminator Loss: 1.1459 ... Generator Loss: 0.8902
Epoch 5/7... Discriminator Loss: 1.2730 ... Generator Loss: 0.6412 Epoch 5/7... Discriminator Loss: 1.3812 ... Generator Loss: 0.5879 Epoch 5/7... Discriminator Loss: 1.1706 ... Generator Loss: 0.9748 Epoch 5/7... Discriminator Loss: 1.2092 ... Generator Loss: 0.9324 Epoch 5/7... Discriminator Loss: 1.1910 ... Generator Loss: 1.0119 Epoch 5/7... Discriminator Loss: 1.2084 ... Generator Loss: 0.8299 Epoch 5/7... Discriminator Loss: 1.1987 ... Generator Loss: 0.8043 Epoch 5/7... Discriminator Loss: 1.2434 ... Generator Loss: 1.1252 Epoch 5/7... Discriminator Loss: 1.1385 ... Generator Loss: 0.7560 Epoch 5/7... Discriminator Loss: 1.2271 ... Generator Loss: 0.9504
Epoch 5/7... Discriminator Loss: 1.1092 ... Generator Loss: 1.0793 Epoch 5/7... Discriminator Loss: 1.0872 ... Generator Loss: 0.9880 Epoch 5/7... Discriminator Loss: 1.1638 ... Generator Loss: 0.9375 Epoch 5/7... Discriminator Loss: 1.0824 ... Generator Loss: 0.7683 Epoch 5/7... Discriminator Loss: 1.3044 ... Generator Loss: 0.9163 Epoch 5/7... Discriminator Loss: 1.0949 ... Generator Loss: 0.9208 Epoch 5/7... Discriminator Loss: 1.2480 ... Generator Loss: 0.7467 Epoch 5/7... Discriminator Loss: 1.1783 ... Generator Loss: 0.6397 Epoch 5/7... Discriminator Loss: 1.2685 ... Generator Loss: 0.7173 Epoch 5/7... Discriminator Loss: 1.4353 ... Generator Loss: 1.1376
Epoch 5/7... Discriminator Loss: 1.1874 ... Generator Loss: 0.9180 Epoch 5/7... Discriminator Loss: 1.2933 ... Generator Loss: 0.5832 Epoch 5/7... Discriminator Loss: 1.2747 ... Generator Loss: 0.8148 Epoch 5/7... Discriminator Loss: 1.2812 ... Generator Loss: 1.1700 Epoch 5/7... Discriminator Loss: 1.2169 ... Generator Loss: 1.0012 Epoch 5/7... Discriminator Loss: 1.2986 ... Generator Loss: 0.7073 Epoch 5/7... Discriminator Loss: 1.1757 ... Generator Loss: 0.9816 Epoch 5/7... Discriminator Loss: 1.2218 ... Generator Loss: 0.8676 Epoch 5/7... Discriminator Loss: 1.3465 ... Generator Loss: 1.2067 Epoch 5/7... Discriminator Loss: 1.2737 ... Generator Loss: 0.9092
Epoch 5/7... Discriminator Loss: 1.1307 ... Generator Loss: 0.8533 Epoch 5/7... Discriminator Loss: 1.3467 ... Generator Loss: 0.8985 Epoch 5/7... Discriminator Loss: 1.2932 ... Generator Loss: 0.7382 Epoch 5/7... Discriminator Loss: 1.1971 ... Generator Loss: 0.7033 Epoch 5/7... Discriminator Loss: 1.3487 ... Generator Loss: 0.6293 Epoch 5/7... Discriminator Loss: 1.4212 ... Generator Loss: 0.5397 Epoch 5/7... Discriminator Loss: 1.4531 ... Generator Loss: 1.1224 Epoch 5/7... Discriminator Loss: 1.3847 ... Generator Loss: 0.8897 Epoch 5/7... Discriminator Loss: 1.2685 ... Generator Loss: 1.0809 Epoch 5/7... Discriminator Loss: 1.2238 ... Generator Loss: 0.5877
Epoch 5/7... Discriminator Loss: 1.3854 ... Generator Loss: 0.5159 Epoch 5/7... Discriminator Loss: 1.2428 ... Generator Loss: 0.5823 Epoch 5/7... Discriminator Loss: 1.2395 ... Generator Loss: 0.7519 Epoch 5/7... Discriminator Loss: 1.3205 ... Generator Loss: 0.7102 Epoch 5/7... Discriminator Loss: 1.2729 ... Generator Loss: 0.6575 Epoch 5/7... Discriminator Loss: 1.1703 ... Generator Loss: 1.1987 Epoch 5/7... Discriminator Loss: 1.2578 ... Generator Loss: 0.8855 Epoch 5/7... Discriminator Loss: 1.1431 ... Generator Loss: 0.7800 Epoch 5/7... Discriminator Loss: 1.1428 ... Generator Loss: 1.2598 Epoch 5/7... Discriminator Loss: 1.3279 ... Generator Loss: 1.1054
Epoch 5/7... Discriminator Loss: 1.1570 ... Generator Loss: 0.7884 Epoch 5/7... Discriminator Loss: 1.2464 ... Generator Loss: 0.8050 Epoch 5/7... Discriminator Loss: 1.2187 ... Generator Loss: 0.9933 Epoch 5/7... Discriminator Loss: 0.9506 ... Generator Loss: 1.8306 Epoch 5/7... Discriminator Loss: 1.1868 ... Generator Loss: 0.8448 Epoch 5/7... Discriminator Loss: 1.2254 ... Generator Loss: 0.7449 Epoch 5/7... Discriminator Loss: 1.2111 ... Generator Loss: 0.8736 Epoch 5/7... Discriminator Loss: 1.3481 ... Generator Loss: 0.4900 Epoch 5/7... Discriminator Loss: 1.3690 ... Generator Loss: 0.5431 Epoch 5/7... Discriminator Loss: 1.3159 ... Generator Loss: 1.0285
Epoch 5/7... Discriminator Loss: 1.3237 ... Generator Loss: 0.5017 Epoch 5/7... Discriminator Loss: 1.2099 ... Generator Loss: 0.8411 Epoch 5/7... Discriminator Loss: 1.1855 ... Generator Loss: 0.9794 Epoch 5/7... Discriminator Loss: 1.3023 ... Generator Loss: 0.5959 Epoch 5/7... Discriminator Loss: 1.2216 ... Generator Loss: 0.6234 Epoch 5/7... Discriminator Loss: 1.1770 ... Generator Loss: 0.7091 Epoch 5/7... Discriminator Loss: 1.1873 ... Generator Loss: 0.9654 Epoch 5/7... Discriminator Loss: 1.3170 ... Generator Loss: 0.6503 Epoch 5/7... Discriminator Loss: 1.0887 ... Generator Loss: 0.7875 Epoch 5/7... Discriminator Loss: 1.2908 ... Generator Loss: 0.6669
Epoch 5/7... Discriminator Loss: 1.0878 ... Generator Loss: 0.7845 Epoch 5/7... Discriminator Loss: 1.2545 ... Generator Loss: 0.6762 Epoch 5/7... Discriminator Loss: 1.7015 ... Generator Loss: 0.3546 Epoch 5/7... Discriminator Loss: 1.1521 ... Generator Loss: 0.9110 Epoch 5/7... Discriminator Loss: 1.4628 ... Generator Loss: 0.3979 Epoch 5/7... Discriminator Loss: 1.1952 ... Generator Loss: 0.6710 Epoch 5/7... Discriminator Loss: 1.1767 ... Generator Loss: 1.0103 Epoch 5/7... Discriminator Loss: 1.2826 ... Generator Loss: 0.5457 Epoch 5/7... Discriminator Loss: 1.1823 ... Generator Loss: 0.7379 Epoch 5/7... Discriminator Loss: 1.2933 ... Generator Loss: 0.9629
Epoch 5/7... Discriminator Loss: 1.3308 ... Generator Loss: 0.5983 Epoch 5/7... Discriminator Loss: 1.2111 ... Generator Loss: 0.7950 Epoch 5/7... Discriminator Loss: 1.3630 ... Generator Loss: 1.0543 Epoch 5/7... Discriminator Loss: 1.3585 ... Generator Loss: 0.4864 Epoch 5/7... Discriminator Loss: 1.2751 ... Generator Loss: 0.5871 Epoch 5/7... Discriminator Loss: 1.1258 ... Generator Loss: 0.8664 Epoch 5/7... Discriminator Loss: 1.3406 ... Generator Loss: 0.5760 Epoch 5/7... Discriminator Loss: 1.3597 ... Generator Loss: 0.5448 Epoch 5/7... Discriminator Loss: 1.4578 ... Generator Loss: 0.5134 Epoch 5/7... Discriminator Loss: 1.1251 ... Generator Loss: 0.8672
Epoch 5/7... Discriminator Loss: 1.2624 ... Generator Loss: 0.8591 Epoch 5/7... Discriminator Loss: 1.3229 ... Generator Loss: 1.0923 Epoch 5/7... Discriminator Loss: 1.3220 ... Generator Loss: 0.7410 Epoch 5/7... Discriminator Loss: 1.2303 ... Generator Loss: 0.6566 Epoch 5/7... Discriminator Loss: 1.3967 ... Generator Loss: 0.5310 Epoch 5/7... Discriminator Loss: 1.2504 ... Generator Loss: 0.9295 Epoch 5/7... Discriminator Loss: 1.3250 ... Generator Loss: 1.0038 Epoch 5/7... Discriminator Loss: 1.2684 ... Generator Loss: 0.6047 Epoch 5/7... Discriminator Loss: 1.1720 ... Generator Loss: 0.7416 Epoch 5/7... Discriminator Loss: 1.3792 ... Generator Loss: 0.4919
Epoch 5/7... Discriminator Loss: 1.1977 ... Generator Loss: 0.8702 Epoch 5/7... Discriminator Loss: 1.4669 ... Generator Loss: 0.5292 Epoch 5/7... Discriminator Loss: 1.1748 ... Generator Loss: 0.8661 Epoch 5/7... Discriminator Loss: 1.1368 ... Generator Loss: 0.9554 Epoch 5/7... Discriminator Loss: 1.2591 ... Generator Loss: 0.7584 Epoch 5/7... Discriminator Loss: 1.3089 ... Generator Loss: 0.7884 Epoch 5/7... Discriminator Loss: 1.2649 ... Generator Loss: 0.6920 Epoch 5/7... Discriminator Loss: 1.2246 ... Generator Loss: 0.8944 Epoch 5/7... Discriminator Loss: 1.3329 ... Generator Loss: 0.6322 Epoch 5/7... Discriminator Loss: 1.2419 ... Generator Loss: 0.6797
Epoch 5/7... Discriminator Loss: 1.1412 ... Generator Loss: 0.6824 Epoch 5/7... Discriminator Loss: 1.2598 ... Generator Loss: 1.0085 Epoch 5/7... Discriminator Loss: 1.2011 ... Generator Loss: 0.8425 Epoch 5/7... Discriminator Loss: 1.2495 ... Generator Loss: 0.9187 Epoch 5/7... Discriminator Loss: 1.2383 ... Generator Loss: 0.7146 Epoch 5/7... Discriminator Loss: 1.2514 ... Generator Loss: 0.9797 Epoch 5/7... Discriminator Loss: 1.2352 ... Generator Loss: 0.7989 Epoch 5/7... Discriminator Loss: 1.1924 ... Generator Loss: 0.6433 Epoch 5/7... Discriminator Loss: 1.2921 ... Generator Loss: 0.7121 Epoch 5/7... Discriminator Loss: 1.4232 ... Generator Loss: 0.4917
Epoch 5/7... Discriminator Loss: 1.0616 ... Generator Loss: 0.7851 Epoch 5/7... Discriminator Loss: 1.1899 ... Generator Loss: 0.7030 Epoch 5/7... Discriminator Loss: 1.2935 ... Generator Loss: 1.0294 Epoch 5/7... Discriminator Loss: 1.2633 ... Generator Loss: 0.6365 Epoch 5/7... Discriminator Loss: 1.2390 ... Generator Loss: 0.8371 Epoch 5/7... Discriminator Loss: 1.1657 ... Generator Loss: 0.7994 Epoch 5/7... Discriminator Loss: 1.2229 ... Generator Loss: 0.7807 Epoch 5/7... Discriminator Loss: 1.3568 ... Generator Loss: 0.8674 Epoch 5/7... Discriminator Loss: 1.2339 ... Generator Loss: 0.7373 Epoch 5/7... Discriminator Loss: 1.0357 ... Generator Loss: 1.0228
Epoch 5/7... Discriminator Loss: 1.1055 ... Generator Loss: 1.4093 Epoch 5/7... Discriminator Loss: 1.1347 ... Generator Loss: 0.7821 Epoch 5/7... Discriminator Loss: 1.3030 ... Generator Loss: 0.7270 Epoch 5/7... Discriminator Loss: 1.2743 ... Generator Loss: 0.7360 Epoch 5/7... Discriminator Loss: 1.1673 ... Generator Loss: 0.6081 Epoch 5/7... Discriminator Loss: 1.1937 ... Generator Loss: 0.6564 Epoch 5/7... Discriminator Loss: 1.4557 ... Generator Loss: 1.1587 Epoch 5/7... Discriminator Loss: 1.2406 ... Generator Loss: 0.8317 Epoch 5/7... Discriminator Loss: 1.3270 ... Generator Loss: 0.7673 Epoch 5/7... Discriminator Loss: 1.3486 ... Generator Loss: 0.9171
Epoch 5/7... Discriminator Loss: 1.1680 ... Generator Loss: 0.7906 Epoch 5/7... Discriminator Loss: 1.2040 ... Generator Loss: 1.0196 Epoch 5/7... Discriminator Loss: 1.1832 ... Generator Loss: 0.7576 Epoch 5/7... Discriminator Loss: 1.3392 ... Generator Loss: 0.5993 Epoch 5/7... Discriminator Loss: 1.2032 ... Generator Loss: 0.9152 Epoch 5/7... Discriminator Loss: 1.4142 ... Generator Loss: 0.5162 Epoch 5/7... Discriminator Loss: 1.3159 ... Generator Loss: 0.6698 Epoch 5/7... Discriminator Loss: 1.3404 ... Generator Loss: 0.6169 Epoch 5/7... Discriminator Loss: 1.2735 ... Generator Loss: 0.6886 Epoch 5/7... Discriminator Loss: 1.4104 ... Generator Loss: 0.5410
Epoch 5/7... Discriminator Loss: 1.3383 ... Generator Loss: 0.9110 Epoch 5/7... Discriminator Loss: 1.2515 ... Generator Loss: 0.7585 Epoch 5/7... Discriminator Loss: 1.1616 ... Generator Loss: 0.7151 Epoch 5/7... Discriminator Loss: 1.3634 ... Generator Loss: 0.5198 Epoch 5/7... Discriminator Loss: 1.3394 ... Generator Loss: 0.5286 Epoch 5/7... Discriminator Loss: 1.2145 ... Generator Loss: 0.8415 Epoch 5/7... Discriminator Loss: 1.3421 ... Generator Loss: 0.5604 Epoch 5/7... Discriminator Loss: 1.2294 ... Generator Loss: 0.6124 Epoch 5/7... Discriminator Loss: 1.2754 ... Generator Loss: 0.6278 Epoch 5/7... Discriminator Loss: 1.1848 ... Generator Loss: 0.9492
Epoch 5/7... Discriminator Loss: 1.4372 ... Generator Loss: 0.9755 Epoch 5/7... Discriminator Loss: 1.3447 ... Generator Loss: 0.6423 Epoch 5/7... Discriminator Loss: 1.1687 ... Generator Loss: 0.7022 Epoch 5/7... Discriminator Loss: 1.2392 ... Generator Loss: 0.6973 Epoch 5/7... Discriminator Loss: 1.2673 ... Generator Loss: 0.6627 Epoch 5/7... Discriminator Loss: 1.3102 ... Generator Loss: 0.6425 Epoch 5/7... Discriminator Loss: 1.2682 ... Generator Loss: 0.6760 Epoch 5/7... Discriminator Loss: 1.2204 ... Generator Loss: 0.6496 Epoch 5/7... Discriminator Loss: 1.3173 ... Generator Loss: 0.6609 Epoch 5/7... Discriminator Loss: 1.3697 ... Generator Loss: 0.4798
Epoch 5/7... Discriminator Loss: 1.2288 ... Generator Loss: 0.7634 Epoch 5/7... Discriminator Loss: 1.2608 ... Generator Loss: 0.7807 Epoch 5/7... Discriminator Loss: 1.3068 ... Generator Loss: 1.0095 Epoch 5/7... Discriminator Loss: 1.2077 ... Generator Loss: 0.8851 Epoch 5/7... Discriminator Loss: 1.4038 ... Generator Loss: 1.0131 Epoch 5/7... Discriminator Loss: 1.1447 ... Generator Loss: 1.0701 Epoch 5/7... Discriminator Loss: 1.2120 ... Generator Loss: 1.1178 Epoch 5/7... Discriminator Loss: 1.0586 ... Generator Loss: 0.9853 Epoch 5/7... Discriminator Loss: 1.0179 ... Generator Loss: 0.9414 Epoch 5/7... Discriminator Loss: 1.3206 ... Generator Loss: 0.6059
Epoch 5/7... Discriminator Loss: 1.2172 ... Generator Loss: 0.8999 Epoch 5/7... Discriminator Loss: 1.2438 ... Generator Loss: 0.6385 Epoch 5/7... Discriminator Loss: 1.3670 ... Generator Loss: 1.1673 Epoch 5/7... Discriminator Loss: 1.2377 ... Generator Loss: 0.8933 Epoch 5/7... Discriminator Loss: 1.2366 ... Generator Loss: 0.7042 Epoch 5/7... Discriminator Loss: 1.3529 ... Generator Loss: 0.9583 Epoch 5/7... Discriminator Loss: 1.3849 ... Generator Loss: 0.8675 Epoch 5/7... Discriminator Loss: 1.2325 ... Generator Loss: 0.8892 Epoch 5/7... Discriminator Loss: 1.3038 ... Generator Loss: 0.6249 Epoch 5/7... Discriminator Loss: 1.0155 ... Generator Loss: 1.0028
Epoch 5/7... Discriminator Loss: 1.4582 ... Generator Loss: 0.4741 Epoch 5/7... Discriminator Loss: 1.2243 ... Generator Loss: 0.6912 Epoch 5/7... Discriminator Loss: 1.1438 ... Generator Loss: 0.7328 Epoch 5/7... Discriminator Loss: 1.2678 ... Generator Loss: 0.5947 Epoch 5/7... Discriminator Loss: 1.2950 ... Generator Loss: 1.0231 Epoch 5/7... Discriminator Loss: 1.2215 ... Generator Loss: 0.7457 Epoch 5/7... Discriminator Loss: 1.1473 ... Generator Loss: 0.7949 Epoch 5/7... Discriminator Loss: 1.2696 ... Generator Loss: 0.7349 Epoch 5/7... Discriminator Loss: 1.2755 ... Generator Loss: 1.0497 Epoch 5/7... Discriminator Loss: 1.2464 ... Generator Loss: 1.1100
Epoch 5/7... Discriminator Loss: 1.2284 ... Generator Loss: 0.8181 Epoch 5/7... Discriminator Loss: 1.1709 ... Generator Loss: 0.9505 Epoch 5/7... Discriminator Loss: 1.1136 ... Generator Loss: 0.8865 Epoch 5/7... Discriminator Loss: 1.4812 ... Generator Loss: 0.4745 Epoch 5/7... Discriminator Loss: 1.3440 ... Generator Loss: 1.1000 Epoch 5/7... Discriminator Loss: 1.2258 ... Generator Loss: 0.6976 Epoch 5/7... Discriminator Loss: 1.3134 ... Generator Loss: 0.7533 Epoch 5/7... Discriminator Loss: 1.0051 ... Generator Loss: 1.1356 Epoch 5/7... Discriminator Loss: 1.2359 ... Generator Loss: 0.9846 Epoch 5/7... Discriminator Loss: 1.3416 ... Generator Loss: 0.7568
Epoch 5/7... Discriminator Loss: 1.2137 ... Generator Loss: 0.9924 Epoch 5/7... Discriminator Loss: 1.2660 ... Generator Loss: 0.6813 Epoch 5/7... Discriminator Loss: 1.1768 ... Generator Loss: 0.7641 Epoch 5/7... Discriminator Loss: 1.2447 ... Generator Loss: 0.7580 Epoch 5/7... Discriminator Loss: 1.2661 ... Generator Loss: 0.6293 Epoch 5/7... Discriminator Loss: 1.4899 ... Generator Loss: 0.5070 Epoch 5/7... Discriminator Loss: 1.2801 ... Generator Loss: 0.8151 Epoch 5/7... Discriminator Loss: 1.2232 ... Generator Loss: 0.7307 Epoch 5/7... Discriminator Loss: 1.1787 ... Generator Loss: 0.7413 Epoch 5/7... Discriminator Loss: 1.1827 ... Generator Loss: 0.8047
Epoch 5/7... Discriminator Loss: 1.2785 ... Generator Loss: 0.5919 Epoch 5/7... Discriminator Loss: 1.3044 ... Generator Loss: 1.0910 Epoch 5/7... Discriminator Loss: 1.3085 ... Generator Loss: 0.6392 Epoch 5/7... Discriminator Loss: 1.3565 ... Generator Loss: 0.5322 Epoch 5/7... Discriminator Loss: 1.2429 ... Generator Loss: 0.8001 Epoch 5/7... Discriminator Loss: 1.4268 ... Generator Loss: 0.5506 Epoch 5/7... Discriminator Loss: 1.2800 ... Generator Loss: 0.6413 Epoch 5/7... Discriminator Loss: 1.1924 ... Generator Loss: 0.6573 Epoch 5/7... Discriminator Loss: 1.2689 ... Generator Loss: 0.6806 Epoch 5/7... Discriminator Loss: 1.3120 ... Generator Loss: 0.6495
Epoch 5/7... Discriminator Loss: 1.1513 ... Generator Loss: 0.9434 Epoch 5/7... Discriminator Loss: 1.2476 ... Generator Loss: 1.0342 Epoch 5/7... Discriminator Loss: 1.2808 ... Generator Loss: 0.6314 Epoch 5/7... Discriminator Loss: 1.1989 ... Generator Loss: 0.7361 Epoch 5/7... Discriminator Loss: 1.2394 ... Generator Loss: 0.6420 Epoch 5/7... Discriminator Loss: 1.2860 ... Generator Loss: 0.5724 Epoch 5/7... Discriminator Loss: 1.2332 ... Generator Loss: 0.6515 Epoch 5/7... Discriminator Loss: 1.1916 ... Generator Loss: 0.6651 Epoch 5/7... Discriminator Loss: 1.2108 ... Generator Loss: 0.7673 Epoch 5/7... Discriminator Loss: 1.3622 ... Generator Loss: 1.0163
Epoch 5/7... Discriminator Loss: 1.2594 ... Generator Loss: 0.7179 Epoch 5/7... Discriminator Loss: 1.1254 ... Generator Loss: 1.0292 Epoch 5/7... Discriminator Loss: 1.2168 ... Generator Loss: 0.7381 Epoch 5/7... Discriminator Loss: 1.0862 ... Generator Loss: 1.0778 Epoch 5/7... Discriminator Loss: 1.2419 ... Generator Loss: 0.9884 Epoch 5/7... Discriminator Loss: 1.3010 ... Generator Loss: 0.8506 Epoch 5/7... Discriminator Loss: 1.2538 ... Generator Loss: 1.0043 Epoch 5/7... Discriminator Loss: 1.4087 ... Generator Loss: 0.5294 Epoch 5/7... Discriminator Loss: 1.4259 ... Generator Loss: 0.6003 Epoch 5/7... Discriminator Loss: 1.1396 ... Generator Loss: 0.9790
Epoch 5/7... Discriminator Loss: 1.1981 ... Generator Loss: 0.7671 Epoch 5/7... Discriminator Loss: 1.3584 ... Generator Loss: 0.5474 Epoch 5/7... Discriminator Loss: 1.3207 ... Generator Loss: 0.9030 Epoch 5/7... Discriminator Loss: 1.2659 ... Generator Loss: 0.6263 Epoch 5/7... Discriminator Loss: 1.1070 ... Generator Loss: 0.9664 Epoch 5/7... Discriminator Loss: 1.2567 ... Generator Loss: 0.6781 Epoch 5/7... Discriminator Loss: 1.3149 ... Generator Loss: 1.0743 Epoch 5/7... Discriminator Loss: 1.2821 ... Generator Loss: 0.9347 Epoch 5/7... Discriminator Loss: 1.4433 ... Generator Loss: 1.2070 Epoch 5/7... Discriminator Loss: 1.1288 ... Generator Loss: 0.8977
Epoch 5/7... Discriminator Loss: 1.1870 ... Generator Loss: 0.7967 Epoch 5/7... Discriminator Loss: 1.3404 ... Generator Loss: 1.0542 Epoch 5/7... Discriminator Loss: 1.3569 ... Generator Loss: 0.7592 Epoch 5/7... Discriminator Loss: 1.2919 ... Generator Loss: 0.5887 Epoch 5/7... Discriminator Loss: 1.1964 ... Generator Loss: 0.7235 Epoch 5/7... Discriminator Loss: 1.2752 ... Generator Loss: 0.9162 Epoch 5/7... Discriminator Loss: 1.1730 ... Generator Loss: 0.9928 Epoch 5/7... Discriminator Loss: 1.3648 ... Generator Loss: 0.5263 Epoch 5/7... Discriminator Loss: 1.3383 ... Generator Loss: 0.7095 Epoch 5/7... Discriminator Loss: 1.2050 ... Generator Loss: 0.9869
Epoch 5/7... Discriminator Loss: 1.2121 ... Generator Loss: 1.0276 Epoch 5/7... Discriminator Loss: 1.2717 ... Generator Loss: 0.7706 Epoch 5/7... Discriminator Loss: 1.1886 ... Generator Loss: 0.9526 Epoch 5/7... Discriminator Loss: 0.9138 ... Generator Loss: 0.9133 Epoch 5/7... Discriminator Loss: 1.1260 ... Generator Loss: 0.7686 Epoch 5/7... Discriminator Loss: 1.3469 ... Generator Loss: 0.9630 Epoch 5/7... Discriminator Loss: 1.2885 ... Generator Loss: 0.5545 Epoch 5/7... Discriminator Loss: 1.2611 ... Generator Loss: 0.6491 Epoch 5/7... Discriminator Loss: 1.2421 ... Generator Loss: 0.8774 Epoch 5/7... Discriminator Loss: 1.2301 ... Generator Loss: 0.8989
Epoch 5/7... Discriminator Loss: 1.2747 ... Generator Loss: 0.7062 Epoch 5/7... Discriminator Loss: 1.2519 ... Generator Loss: 0.9413 Epoch 5/7... Discriminator Loss: 1.1550 ... Generator Loss: 0.9381 Epoch 5/7... Discriminator Loss: 1.3251 ... Generator Loss: 0.4915 Epoch 5/7... Discriminator Loss: 1.2866 ... Generator Loss: 0.7760 Epoch 5/7... Discriminator Loss: 1.3665 ... Generator Loss: 1.2202 Epoch 5/7... Discriminator Loss: 1.3060 ... Generator Loss: 0.7731 Epoch 5/7... Discriminator Loss: 1.2184 ... Generator Loss: 0.6449 Epoch 5/7... Discriminator Loss: 1.6797 ... Generator Loss: 0.3689 Epoch 5/7... Discriminator Loss: 1.1062 ... Generator Loss: 0.9176
Epoch 5/7... Discriminator Loss: 1.2823 ... Generator Loss: 0.7967 Epoch 5/7... Discriminator Loss: 1.3664 ... Generator Loss: 0.5542 Epoch 5/7... Discriminator Loss: 1.0944 ... Generator Loss: 0.8335 Epoch 5/7... Discriminator Loss: 1.1578 ... Generator Loss: 0.9927 Epoch 5/7... Discriminator Loss: 1.3426 ... Generator Loss: 0.8662 Epoch 5/7... Discriminator Loss: 1.3571 ... Generator Loss: 0.5314 Epoch 5/7... Discriminator Loss: 1.0552 ... Generator Loss: 0.9759 Epoch 5/7... Discriminator Loss: 1.2256 ... Generator Loss: 0.8385 Epoch 5/7... Discriminator Loss: 1.2490 ... Generator Loss: 0.8869 Epoch 5/7... Discriminator Loss: 1.3276 ... Generator Loss: 0.7908
Epoch 5/7... Discriminator Loss: 1.3259 ... Generator Loss: 0.6905 Epoch 5/7... Discriminator Loss: 1.2364 ... Generator Loss: 0.8221 Epoch 6/7... Discriminator Loss: 1.2383 ... Generator Loss: 0.8469 Epoch 6/7... Discriminator Loss: 1.5405 ... Generator Loss: 0.8880 Epoch 6/7... Discriminator Loss: 1.2889 ... Generator Loss: 0.7530 Epoch 6/7... Discriminator Loss: 1.1112 ... Generator Loss: 0.8456 Epoch 6/7... Discriminator Loss: 1.2868 ... Generator Loss: 0.7203 Epoch 6/7... Discriminator Loss: 1.3396 ... Generator Loss: 0.6600 Epoch 6/7... Discriminator Loss: 1.3572 ... Generator Loss: 0.5197 Epoch 6/7... Discriminator Loss: 1.3211 ... Generator Loss: 0.6353
Epoch 6/7... Discriminator Loss: 1.2420 ... Generator Loss: 0.7561 Epoch 6/7... Discriminator Loss: 1.2871 ... Generator Loss: 0.9634 Epoch 6/7... Discriminator Loss: 1.4075 ... Generator Loss: 0.9169 Epoch 6/7... Discriminator Loss: 1.0840 ... Generator Loss: 1.2060 Epoch 6/7... Discriminator Loss: 1.1685 ... Generator Loss: 0.8242 Epoch 6/7... Discriminator Loss: 1.4675 ... Generator Loss: 0.4603 Epoch 6/7... Discriminator Loss: 1.3114 ... Generator Loss: 0.6099 Epoch 6/7... Discriminator Loss: 1.2712 ... Generator Loss: 0.9255 Epoch 6/7... Discriminator Loss: 1.2324 ... Generator Loss: 0.6618 Epoch 6/7... Discriminator Loss: 1.2808 ... Generator Loss: 0.9607
Epoch 6/7... Discriminator Loss: 1.2077 ... Generator Loss: 0.9479 Epoch 6/7... Discriminator Loss: 1.2434 ... Generator Loss: 0.6648 Epoch 6/7... Discriminator Loss: 1.3762 ... Generator Loss: 0.5225 Epoch 6/7... Discriminator Loss: 1.2623 ... Generator Loss: 0.7160 Epoch 6/7... Discriminator Loss: 1.1860 ... Generator Loss: 0.8501 Epoch 6/7... Discriminator Loss: 1.2066 ... Generator Loss: 0.9238 Epoch 6/7... Discriminator Loss: 1.1864 ... Generator Loss: 0.8792 Epoch 6/7... Discriminator Loss: 1.3288 ... Generator Loss: 0.5809 Epoch 6/7... Discriminator Loss: 1.2642 ... Generator Loss: 0.6535 Epoch 6/7... Discriminator Loss: 1.1935 ... Generator Loss: 0.6558
Epoch 6/7... Discriminator Loss: 1.2789 ... Generator Loss: 0.6643 Epoch 6/7... Discriminator Loss: 1.3884 ... Generator Loss: 0.5475 Epoch 6/7... Discriminator Loss: 1.1514 ... Generator Loss: 0.8722 Epoch 6/7... Discriminator Loss: 1.2148 ... Generator Loss: 0.6426 Epoch 6/7... Discriminator Loss: 1.2275 ... Generator Loss: 0.6589 Epoch 6/7... Discriminator Loss: 1.1957 ... Generator Loss: 0.7332 Epoch 6/7... Discriminator Loss: 1.2894 ... Generator Loss: 0.5748 Epoch 6/7... Discriminator Loss: 1.2467 ... Generator Loss: 0.6660 Epoch 6/7... Discriminator Loss: 1.1693 ... Generator Loss: 0.7781 Epoch 6/7... Discriminator Loss: 1.4695 ... Generator Loss: 0.5079
Epoch 6/7... Discriminator Loss: 1.1726 ... Generator Loss: 0.7653 Epoch 6/7... Discriminator Loss: 1.2491 ... Generator Loss: 0.7624 Epoch 6/7... Discriminator Loss: 1.4977 ... Generator Loss: 0.4186 Epoch 6/7... Discriminator Loss: 1.2805 ... Generator Loss: 0.7571 Epoch 6/7... Discriminator Loss: 1.4573 ... Generator Loss: 0.4467 Epoch 6/7... Discriminator Loss: 1.1781 ... Generator Loss: 0.8585 Epoch 6/7... Discriminator Loss: 1.2769 ... Generator Loss: 0.5801 Epoch 6/7... Discriminator Loss: 1.2299 ... Generator Loss: 0.7433 Epoch 6/7... Discriminator Loss: 1.1333 ... Generator Loss: 0.9195 Epoch 6/7... Discriminator Loss: 1.2827 ... Generator Loss: 0.5814
Epoch 6/7... Discriminator Loss: 1.1467 ... Generator Loss: 0.9249 Epoch 6/7... Discriminator Loss: 1.1910 ... Generator Loss: 0.9201 Epoch 6/7... Discriminator Loss: 1.3204 ... Generator Loss: 0.8281 Epoch 6/7... Discriminator Loss: 1.2821 ... Generator Loss: 0.5250 Epoch 6/7... Discriminator Loss: 1.1189 ... Generator Loss: 0.9821 Epoch 6/7... Discriminator Loss: 1.2407 ... Generator Loss: 1.1424 Epoch 6/7... Discriminator Loss: 1.3969 ... Generator Loss: 0.9486 Epoch 6/7... Discriminator Loss: 1.2360 ... Generator Loss: 0.7548 Epoch 6/7... Discriminator Loss: 1.1581 ... Generator Loss: 0.9641 Epoch 6/7... Discriminator Loss: 1.3636 ... Generator Loss: 0.5742
Epoch 6/7... Discriminator Loss: 1.1329 ... Generator Loss: 0.8352 Epoch 6/7... Discriminator Loss: 1.0467 ... Generator Loss: 0.8487 Epoch 6/7... Discriminator Loss: 1.1210 ... Generator Loss: 1.1048 Epoch 6/7... Discriminator Loss: 1.3137 ... Generator Loss: 0.9352 Epoch 6/7... Discriminator Loss: 1.3251 ... Generator Loss: 0.6099 Epoch 6/7... Discriminator Loss: 1.2610 ... Generator Loss: 0.7341 Epoch 6/7... Discriminator Loss: 1.2766 ... Generator Loss: 0.9584 Epoch 6/7... Discriminator Loss: 1.3107 ... Generator Loss: 0.7213 Epoch 6/7... Discriminator Loss: 1.2100 ... Generator Loss: 0.6871 Epoch 6/7... Discriminator Loss: 1.1459 ... Generator Loss: 0.8313
Epoch 6/7... Discriminator Loss: 1.2282 ... Generator Loss: 0.7157 Epoch 6/7... Discriminator Loss: 1.2263 ... Generator Loss: 0.7242 Epoch 6/7... Discriminator Loss: 1.1976 ... Generator Loss: 1.0771 Epoch 6/7... Discriminator Loss: 1.1351 ... Generator Loss: 0.7730 Epoch 6/7... Discriminator Loss: 1.0948 ... Generator Loss: 0.7550 Epoch 6/7... Discriminator Loss: 1.3570 ... Generator Loss: 0.9951 Epoch 6/7... Discriminator Loss: 1.3551 ... Generator Loss: 1.0773 Epoch 6/7... Discriminator Loss: 1.3440 ... Generator Loss: 0.6954 Epoch 6/7... Discriminator Loss: 1.2130 ... Generator Loss: 0.6444 Epoch 6/7... Discriminator Loss: 1.2500 ... Generator Loss: 0.7694
Epoch 6/7... Discriminator Loss: 1.2059 ... Generator Loss: 0.7799 Epoch 6/7... Discriminator Loss: 1.1773 ... Generator Loss: 0.9508 Epoch 6/7... Discriminator Loss: 1.3931 ... Generator Loss: 1.3178 Epoch 6/7... Discriminator Loss: 1.2185 ... Generator Loss: 0.7751 Epoch 6/7... Discriminator Loss: 1.1959 ... Generator Loss: 0.7969 Epoch 6/7... Discriminator Loss: 1.0937 ... Generator Loss: 0.8622 Epoch 6/7... Discriminator Loss: 1.2071 ... Generator Loss: 1.0794 Epoch 6/7... Discriminator Loss: 1.1700 ... Generator Loss: 0.7594 Epoch 6/7... Discriminator Loss: 1.2769 ... Generator Loss: 0.5867 Epoch 6/7... Discriminator Loss: 1.2173 ... Generator Loss: 0.6148
Epoch 6/7... Discriminator Loss: 1.3015 ... Generator Loss: 0.6179 Epoch 6/7... Discriminator Loss: 1.3297 ... Generator Loss: 1.0824 Epoch 6/7... Discriminator Loss: 1.1837 ... Generator Loss: 0.8600 Epoch 6/7... Discriminator Loss: 1.2811 ... Generator Loss: 0.7013 Epoch 6/7... Discriminator Loss: 1.2149 ... Generator Loss: 0.6902 Epoch 6/7... Discriminator Loss: 1.3289 ... Generator Loss: 0.7658 Epoch 6/7... Discriminator Loss: 1.2189 ... Generator Loss: 0.8341 Epoch 6/7... Discriminator Loss: 1.2010 ... Generator Loss: 0.7553 Epoch 6/7... Discriminator Loss: 1.2798 ... Generator Loss: 0.7566 Epoch 6/7... Discriminator Loss: 1.1743 ... Generator Loss: 0.5868
Epoch 6/7... Discriminator Loss: 1.4203 ... Generator Loss: 0.4675 Epoch 6/7... Discriminator Loss: 1.1902 ... Generator Loss: 0.7598 Epoch 6/7... Discriminator Loss: 1.1584 ... Generator Loss: 1.0308 Epoch 6/7... Discriminator Loss: 1.1075 ... Generator Loss: 1.0702 Epoch 6/7... Discriminator Loss: 1.2552 ... Generator Loss: 0.7422 Epoch 6/7... Discriminator Loss: 1.2089 ... Generator Loss: 0.8058 Epoch 6/7... Discriminator Loss: 1.1304 ... Generator Loss: 0.8547 Epoch 6/7... Discriminator Loss: 1.3015 ... Generator Loss: 0.6900 Epoch 6/7... Discriminator Loss: 1.2110 ... Generator Loss: 0.7550 Epoch 6/7... Discriminator Loss: 1.2581 ... Generator Loss: 0.7570
Epoch 6/7... Discriminator Loss: 1.1409 ... Generator Loss: 0.8193 Epoch 6/7... Discriminator Loss: 1.3249 ... Generator Loss: 0.8402 Epoch 6/7... Discriminator Loss: 1.3376 ... Generator Loss: 0.8793 Epoch 6/7... Discriminator Loss: 1.1507 ... Generator Loss: 1.0174 Epoch 6/7... Discriminator Loss: 1.1803 ... Generator Loss: 0.6956 Epoch 6/7... Discriminator Loss: 1.2603 ... Generator Loss: 0.6421 Epoch 6/7... Discriminator Loss: 1.1475 ... Generator Loss: 0.6930 Epoch 6/7... Discriminator Loss: 1.2616 ... Generator Loss: 0.6869 Epoch 6/7... Discriminator Loss: 1.0384 ... Generator Loss: 1.1142 Epoch 6/7... Discriminator Loss: 1.2088 ... Generator Loss: 0.7604
Epoch 6/7... Discriminator Loss: 1.3413 ... Generator Loss: 0.5363 Epoch 6/7... Discriminator Loss: 1.3537 ... Generator Loss: 0.5357 Epoch 6/7... Discriminator Loss: 1.2620 ... Generator Loss: 0.9323 Epoch 6/7... Discriminator Loss: 1.2198 ... Generator Loss: 1.0120 Epoch 6/7... Discriminator Loss: 1.3409 ... Generator Loss: 1.0437 Epoch 6/7... Discriminator Loss: 1.4791 ... Generator Loss: 0.4134 Epoch 6/7... Discriminator Loss: 1.2284 ... Generator Loss: 0.6020 Epoch 6/7... Discriminator Loss: 1.3472 ... Generator Loss: 0.9201 Epoch 6/7... Discriminator Loss: 1.1272 ... Generator Loss: 0.9204 Epoch 6/7... Discriminator Loss: 1.2425 ... Generator Loss: 0.5968
Epoch 6/7... Discriminator Loss: 1.1783 ... Generator Loss: 1.0277 Epoch 6/7... Discriminator Loss: 1.2276 ... Generator Loss: 1.1190 Epoch 6/7... Discriminator Loss: 1.2448 ... Generator Loss: 0.6577 Epoch 6/7... Discriminator Loss: 1.3792 ... Generator Loss: 0.4647 Epoch 6/7... Discriminator Loss: 1.2238 ... Generator Loss: 0.7161 Epoch 6/7... Discriminator Loss: 1.2542 ... Generator Loss: 0.7659 Epoch 6/7... Discriminator Loss: 1.3046 ... Generator Loss: 0.6670 Epoch 6/7... Discriminator Loss: 1.3114 ... Generator Loss: 0.9583 Epoch 6/7... Discriminator Loss: 1.1713 ... Generator Loss: 0.8481 Epoch 6/7... Discriminator Loss: 1.2177 ... Generator Loss: 0.8346
Epoch 6/7... Discriminator Loss: 1.4301 ... Generator Loss: 0.5765 Epoch 6/7... Discriminator Loss: 1.1730 ... Generator Loss: 0.9195 Epoch 6/7... Discriminator Loss: 1.2858 ... Generator Loss: 0.6303 Epoch 6/7... Discriminator Loss: 1.2344 ... Generator Loss: 0.8926 Epoch 6/7... Discriminator Loss: 1.0780 ... Generator Loss: 0.7314 Epoch 6/7... Discriminator Loss: 1.1576 ... Generator Loss: 0.7212 Epoch 6/7... Discriminator Loss: 1.4330 ... Generator Loss: 0.5381 Epoch 6/7... Discriminator Loss: 1.2790 ... Generator Loss: 0.7841 Epoch 6/7... Discriminator Loss: 1.3145 ... Generator Loss: 0.5231 Epoch 6/7... Discriminator Loss: 1.2837 ... Generator Loss: 0.5765
Epoch 6/7... Discriminator Loss: 1.2201 ... Generator Loss: 0.6796 Epoch 6/7... Discriminator Loss: 1.3592 ... Generator Loss: 0.6183 Epoch 6/7... Discriminator Loss: 1.1494 ... Generator Loss: 0.7719 Epoch 6/7... Discriminator Loss: 1.1142 ... Generator Loss: 0.8068 Epoch 6/7... Discriminator Loss: 1.2771 ... Generator Loss: 0.6650 Epoch 6/7... Discriminator Loss: 1.3421 ... Generator Loss: 0.6866 Epoch 6/7... Discriminator Loss: 1.0972 ... Generator Loss: 0.7474 Epoch 6/7... Discriminator Loss: 1.3418 ... Generator Loss: 1.0138 Epoch 6/7... Discriminator Loss: 1.3170 ... Generator Loss: 0.5577 Epoch 6/7... Discriminator Loss: 1.3053 ... Generator Loss: 0.5534
Epoch 6/7... Discriminator Loss: 1.3614 ... Generator Loss: 0.9073 Epoch 6/7... Discriminator Loss: 1.2646 ... Generator Loss: 0.9308 Epoch 6/7... Discriminator Loss: 1.2965 ... Generator Loss: 0.6682 Epoch 6/7... Discriminator Loss: 1.2362 ... Generator Loss: 0.7179 Epoch 6/7... Discriminator Loss: 1.4460 ... Generator Loss: 0.4309 Epoch 6/7... Discriminator Loss: 1.2974 ... Generator Loss: 0.8811 Epoch 6/7... Discriminator Loss: 1.3064 ... Generator Loss: 0.6594 Epoch 6/7... Discriminator Loss: 1.2456 ... Generator Loss: 0.7523 Epoch 6/7... Discriminator Loss: 1.2660 ... Generator Loss: 0.6220 Epoch 6/7... Discriminator Loss: 1.3072 ... Generator Loss: 0.7402
Epoch 6/7... Discriminator Loss: 1.1555 ... Generator Loss: 0.9810 Epoch 6/7... Discriminator Loss: 1.1980 ... Generator Loss: 0.8278 Epoch 6/7... Discriminator Loss: 1.2934 ... Generator Loss: 0.6821 Epoch 6/7... Discriminator Loss: 1.2457 ... Generator Loss: 1.1265 Epoch 6/7... Discriminator Loss: 1.2372 ... Generator Loss: 0.9738 Epoch 6/7... Discriminator Loss: 1.3450 ... Generator Loss: 0.5643 Epoch 6/7... Discriminator Loss: 1.3843 ... Generator Loss: 0.4899 Epoch 6/7... Discriminator Loss: 1.2361 ... Generator Loss: 0.7142 Epoch 6/7... Discriminator Loss: 1.1682 ... Generator Loss: 0.7297 Epoch 6/7... Discriminator Loss: 1.2706 ... Generator Loss: 0.5955
Epoch 6/7... Discriminator Loss: 1.2687 ... Generator Loss: 0.5953 Epoch 6/7... Discriminator Loss: 1.1512 ... Generator Loss: 0.8526 Epoch 6/7... Discriminator Loss: 1.2084 ... Generator Loss: 0.8053 Epoch 6/7... Discriminator Loss: 1.3531 ... Generator Loss: 0.5722 Epoch 6/7... Discriminator Loss: 1.2146 ... Generator Loss: 0.8168 Epoch 6/7... Discriminator Loss: 1.2914 ... Generator Loss: 0.8390 Epoch 6/7... Discriminator Loss: 1.1208 ... Generator Loss: 0.8414 Epoch 6/7... Discriminator Loss: 1.1983 ... Generator Loss: 1.0432 Epoch 6/7... Discriminator Loss: 1.2051 ... Generator Loss: 0.9513 Epoch 6/7... Discriminator Loss: 1.2795 ... Generator Loss: 0.6743
Epoch 6/7... Discriminator Loss: 1.1825 ... Generator Loss: 0.8383 Epoch 6/7... Discriminator Loss: 1.2561 ... Generator Loss: 0.6910 Epoch 6/7... Discriminator Loss: 1.2598 ... Generator Loss: 1.0594 Epoch 6/7... Discriminator Loss: 1.3785 ... Generator Loss: 1.0436 Epoch 6/7... Discriminator Loss: 1.1331 ... Generator Loss: 1.0700 Epoch 6/7... Discriminator Loss: 1.3575 ... Generator Loss: 0.5069 Epoch 6/7... Discriminator Loss: 1.1159 ... Generator Loss: 1.0553 Epoch 6/7... Discriminator Loss: 1.4065 ... Generator Loss: 0.5951 Epoch 6/7... Discriminator Loss: 1.2456 ... Generator Loss: 0.7058 Epoch 6/7... Discriminator Loss: 1.2276 ... Generator Loss: 0.8167
Epoch 6/7... Discriminator Loss: 1.1977 ... Generator Loss: 0.6530 Epoch 6/7... Discriminator Loss: 1.3727 ... Generator Loss: 1.0379 Epoch 6/7... Discriminator Loss: 1.2455 ... Generator Loss: 1.1304 Epoch 6/7... Discriminator Loss: 1.3010 ... Generator Loss: 0.5954 Epoch 6/7... Discriminator Loss: 1.2432 ... Generator Loss: 0.6734 Epoch 6/7... Discriminator Loss: 0.9928 ... Generator Loss: 0.9836 Epoch 6/7... Discriminator Loss: 1.2268 ... Generator Loss: 0.6831 Epoch 6/7... Discriminator Loss: 1.1209 ... Generator Loss: 0.6694 Epoch 6/7... Discriminator Loss: 1.2795 ... Generator Loss: 0.6264 Epoch 6/7... Discriminator Loss: 1.1634 ... Generator Loss: 0.6827
Epoch 6/7... Discriminator Loss: 1.2672 ... Generator Loss: 0.6594 Epoch 6/7... Discriminator Loss: 1.3453 ... Generator Loss: 0.5772 Epoch 6/7... Discriminator Loss: 1.1685 ... Generator Loss: 0.7490 Epoch 6/7... Discriminator Loss: 1.2387 ... Generator Loss: 0.5797 Epoch 6/7... Discriminator Loss: 1.2649 ... Generator Loss: 0.6625 Epoch 6/7... Discriminator Loss: 1.4513 ... Generator Loss: 0.4451 Epoch 6/7... Discriminator Loss: 1.4052 ... Generator Loss: 0.5723 Epoch 6/7... Discriminator Loss: 1.3155 ... Generator Loss: 0.6130 Epoch 6/7... Discriminator Loss: 1.1661 ... Generator Loss: 0.8481 Epoch 6/7... Discriminator Loss: 1.2049 ... Generator Loss: 0.9452
Epoch 6/7... Discriminator Loss: 1.3128 ... Generator Loss: 0.5389 Epoch 6/7... Discriminator Loss: 1.2557 ... Generator Loss: 0.6839 Epoch 6/7... Discriminator Loss: 1.1645 ... Generator Loss: 1.0370 Epoch 6/7... Discriminator Loss: 0.7264 ... Generator Loss: 1.3146 Epoch 6/7... Discriminator Loss: 1.0666 ... Generator Loss: 0.9127 Epoch 6/7... Discriminator Loss: 1.2224 ... Generator Loss: 1.9362 Epoch 6/7... Discriminator Loss: 1.1641 ... Generator Loss: 0.8014 Epoch 6/7... Discriminator Loss: 1.2494 ... Generator Loss: 1.0141 Epoch 6/7... Discriminator Loss: 1.3003 ... Generator Loss: 0.4926 Epoch 6/7... Discriminator Loss: 1.2710 ... Generator Loss: 0.8323
Epoch 6/7... Discriminator Loss: 1.3041 ... Generator Loss: 1.1803 Epoch 6/7... Discriminator Loss: 1.4775 ... Generator Loss: 0.4703 Epoch 6/7... Discriminator Loss: 1.1752 ... Generator Loss: 1.2570 Epoch 6/7... Discriminator Loss: 1.2646 ... Generator Loss: 0.6022 Epoch 6/7... Discriminator Loss: 1.2168 ... Generator Loss: 0.6528 Epoch 6/7... Discriminator Loss: 1.2436 ... Generator Loss: 0.7005 Epoch 6/7... Discriminator Loss: 1.3016 ... Generator Loss: 1.0993 Epoch 6/7... Discriminator Loss: 1.0641 ... Generator Loss: 0.8418 Epoch 6/7... Discriminator Loss: 1.1896 ... Generator Loss: 0.6905 Epoch 6/7... Discriminator Loss: 1.1324 ... Generator Loss: 0.7220
Epoch 6/7... Discriminator Loss: 1.3097 ... Generator Loss: 0.5767 Epoch 6/7... Discriminator Loss: 1.2462 ... Generator Loss: 0.6355 Epoch 6/7... Discriminator Loss: 1.2515 ... Generator Loss: 0.9870 Epoch 6/7... Discriminator Loss: 1.2254 ... Generator Loss: 0.8940 Epoch 6/7... Discriminator Loss: 1.2118 ... Generator Loss: 0.6778 Epoch 6/7... Discriminator Loss: 1.2428 ... Generator Loss: 0.9376 Epoch 6/7... Discriminator Loss: 1.4055 ... Generator Loss: 0.5247 Epoch 6/7... Discriminator Loss: 1.3385 ... Generator Loss: 0.6744 Epoch 6/7... Discriminator Loss: 1.1095 ... Generator Loss: 0.7907 Epoch 6/7... Discriminator Loss: 1.0604 ... Generator Loss: 0.9247
Epoch 6/7... Discriminator Loss: 1.2877 ... Generator Loss: 0.7934 Epoch 6/7... Discriminator Loss: 1.3189 ... Generator Loss: 1.0379 Epoch 6/7... Discriminator Loss: 1.2880 ... Generator Loss: 0.6163 Epoch 6/7... Discriminator Loss: 1.2209 ... Generator Loss: 1.1393 Epoch 6/7... Discriminator Loss: 1.2338 ... Generator Loss: 0.9707 Epoch 6/7... Discriminator Loss: 1.2921 ... Generator Loss: 1.1367 Epoch 6/7... Discriminator Loss: 1.3139 ... Generator Loss: 0.5795 Epoch 6/7... Discriminator Loss: 1.2546 ... Generator Loss: 1.0099 Epoch 6/7... Discriminator Loss: 1.2305 ... Generator Loss: 0.7248 Epoch 6/7... Discriminator Loss: 1.1598 ... Generator Loss: 0.7586
Epoch 6/7... Discriminator Loss: 1.2959 ... Generator Loss: 0.6119 Epoch 6/7... Discriminator Loss: 1.3932 ... Generator Loss: 0.6401 Epoch 6/7... Discriminator Loss: 1.4039 ... Generator Loss: 0.5161 Epoch 6/7... Discriminator Loss: 1.2822 ... Generator Loss: 0.9411 Epoch 6/7... Discriminator Loss: 1.3089 ... Generator Loss: 0.6823 Epoch 6/7... Discriminator Loss: 1.1429 ... Generator Loss: 0.7046 Epoch 6/7... Discriminator Loss: 1.1524 ... Generator Loss: 0.5513 Epoch 6/7... Discriminator Loss: 1.1712 ... Generator Loss: 0.7237 Epoch 6/7... Discriminator Loss: 1.2316 ... Generator Loss: 0.5931 Epoch 6/7... Discriminator Loss: 1.2253 ... Generator Loss: 0.5784
Epoch 6/7... Discriminator Loss: 1.2444 ... Generator Loss: 0.9531 Epoch 6/7... Discriminator Loss: 1.2333 ... Generator Loss: 0.8816 Epoch 6/7... Discriminator Loss: 1.0700 ... Generator Loss: 1.1353 Epoch 6/7... Discriminator Loss: 1.1921 ... Generator Loss: 1.2788 Epoch 6/7... Discriminator Loss: 1.1765 ... Generator Loss: 1.1216 Epoch 6/7... Discriminator Loss: 1.2809 ... Generator Loss: 0.7269 Epoch 6/7... Discriminator Loss: 1.2688 ... Generator Loss: 0.6860 Epoch 6/7... Discriminator Loss: 1.1431 ... Generator Loss: 0.8675 Epoch 6/7... Discriminator Loss: 1.2565 ... Generator Loss: 1.2911 Epoch 6/7... Discriminator Loss: 1.3138 ... Generator Loss: 0.5340
Epoch 6/7... Discriminator Loss: 1.2311 ... Generator Loss: 0.9494 Epoch 6/7... Discriminator Loss: 1.1028 ... Generator Loss: 0.8317 Epoch 6/7... Discriminator Loss: 1.3529 ... Generator Loss: 0.6700 Epoch 6/7... Discriminator Loss: 1.2894 ... Generator Loss: 1.0062 Epoch 6/7... Discriminator Loss: 1.2353 ... Generator Loss: 1.0283 Epoch 6/7... Discriminator Loss: 1.2138 ... Generator Loss: 0.8519 Epoch 6/7... Discriminator Loss: 1.2542 ... Generator Loss: 0.6074 Epoch 6/7... Discriminator Loss: 1.2302 ... Generator Loss: 0.8100 Epoch 6/7... Discriminator Loss: 1.3273 ... Generator Loss: 1.0754 Epoch 6/7... Discriminator Loss: 1.2341 ... Generator Loss: 1.0823
Epoch 6/7... Discriminator Loss: 1.5849 ... Generator Loss: 0.4945 Epoch 6/7... Discriminator Loss: 1.1230 ... Generator Loss: 0.8616 Epoch 6/7... Discriminator Loss: 1.1961 ... Generator Loss: 1.1633 Epoch 6/7... Discriminator Loss: 1.3092 ... Generator Loss: 1.0029 Epoch 6/7... Discriminator Loss: 1.3091 ... Generator Loss: 0.6079 Epoch 6/7... Discriminator Loss: 1.1766 ... Generator Loss: 0.7080 Epoch 6/7... Discriminator Loss: 1.0836 ... Generator Loss: 0.9245 Epoch 6/7... Discriminator Loss: 1.1687 ... Generator Loss: 0.9505 Epoch 6/7... Discriminator Loss: 1.2019 ... Generator Loss: 0.6824 Epoch 6/7... Discriminator Loss: 1.3841 ... Generator Loss: 0.9691
Epoch 6/7... Discriminator Loss: 1.2020 ... Generator Loss: 0.9564 Epoch 6/7... Discriminator Loss: 1.3005 ... Generator Loss: 0.7455 Epoch 6/7... Discriminator Loss: 1.3276 ... Generator Loss: 0.5675 Epoch 6/7... Discriminator Loss: 1.2098 ... Generator Loss: 0.7798 Epoch 6/7... Discriminator Loss: 1.1458 ... Generator Loss: 1.0462 Epoch 6/7... Discriminator Loss: 1.2349 ... Generator Loss: 1.0117 Epoch 6/7... Discriminator Loss: 1.1673 ... Generator Loss: 0.7774 Epoch 6/7... Discriminator Loss: 1.2837 ... Generator Loss: 0.8623 Epoch 6/7... Discriminator Loss: 1.2040 ... Generator Loss: 1.2057 Epoch 6/7... Discriminator Loss: 1.0952 ... Generator Loss: 0.7760
Epoch 6/7... Discriminator Loss: 1.1404 ... Generator Loss: 0.7726 Epoch 6/7... Discriminator Loss: 0.9069 ... Generator Loss: 1.3313 Epoch 6/7... Discriminator Loss: 1.0195 ... Generator Loss: 1.1301 Epoch 6/7... Discriminator Loss: 1.0879 ... Generator Loss: 1.0672 Epoch 6/7... Discriminator Loss: 1.0940 ... Generator Loss: 1.0804 Epoch 6/7... Discriminator Loss: 1.2672 ... Generator Loss: 0.6254 Epoch 6/7... Discriminator Loss: 1.2119 ... Generator Loss: 0.7077 Epoch 6/7... Discriminator Loss: 1.4521 ... Generator Loss: 0.4945 Epoch 6/7... Discriminator Loss: 1.3243 ... Generator Loss: 0.5977 Epoch 7/7... Discriminator Loss: 1.3220 ... Generator Loss: 0.5438
Epoch 7/7... Discriminator Loss: 1.2091 ... Generator Loss: 0.6488 Epoch 7/7... Discriminator Loss: 1.2938 ... Generator Loss: 0.6638 Epoch 7/7... Discriminator Loss: 1.1974 ... Generator Loss: 0.8043 Epoch 7/7... Discriminator Loss: 1.2180 ... Generator Loss: 0.8834 Epoch 7/7... Discriminator Loss: 0.8514 ... Generator Loss: 1.1384 Epoch 7/7... Discriminator Loss: 1.3013 ... Generator Loss: 0.6113 Epoch 7/7... Discriminator Loss: 1.2599 ... Generator Loss: 0.5459 Epoch 7/7... Discriminator Loss: 1.2628 ... Generator Loss: 1.1461 Epoch 7/7... Discriminator Loss: 1.2492 ... Generator Loss: 0.9938 Epoch 7/7... Discriminator Loss: 1.1036 ... Generator Loss: 1.0415
Epoch 7/7... Discriminator Loss: 1.1707 ... Generator Loss: 0.8026 Epoch 7/7... Discriminator Loss: 1.1414 ... Generator Loss: 0.6619 Epoch 7/7... Discriminator Loss: 1.0551 ... Generator Loss: 0.8811 Epoch 7/7... Discriminator Loss: 1.2977 ... Generator Loss: 0.6270 Epoch 7/7... Discriminator Loss: 1.1135 ... Generator Loss: 1.0156 Epoch 7/7... Discriminator Loss: 1.2647 ... Generator Loss: 1.0045 Epoch 7/7... Discriminator Loss: 1.0080 ... Generator Loss: 1.0267 Epoch 7/7... Discriminator Loss: 1.3010 ... Generator Loss: 0.5401 Epoch 7/7... Discriminator Loss: 1.1930 ... Generator Loss: 0.8178 Epoch 7/7... Discriminator Loss: 1.0494 ... Generator Loss: 0.9950
Epoch 7/7... Discriminator Loss: 1.4262 ... Generator Loss: 0.5994 Epoch 7/7... Discriminator Loss: 1.1178 ... Generator Loss: 1.2282 Epoch 7/7... Discriminator Loss: 0.7470 ... Generator Loss: 1.1421 Epoch 7/7... Discriminator Loss: 0.9283 ... Generator Loss: 0.9658 Epoch 7/7... Discriminator Loss: 1.2429 ... Generator Loss: 1.1833 Epoch 7/7... Discriminator Loss: 0.9469 ... Generator Loss: 0.9689 Epoch 7/7... Discriminator Loss: 1.1792 ... Generator Loss: 1.0840 Epoch 7/7... Discriminator Loss: 1.3264 ... Generator Loss: 0.5475 Epoch 7/7... Discriminator Loss: 1.3021 ... Generator Loss: 0.7305 Epoch 7/7... Discriminator Loss: 0.8508 ... Generator Loss: 1.0810
Epoch 7/7... Discriminator Loss: 1.1474 ... Generator Loss: 0.7946 Epoch 7/7... Discriminator Loss: 1.1982 ... Generator Loss: 0.7136 Epoch 7/7... Discriminator Loss: 1.1406 ... Generator Loss: 0.7026 Epoch 7/7... Discriminator Loss: 1.2062 ... Generator Loss: 0.6405 Epoch 7/7... Discriminator Loss: 1.2101 ... Generator Loss: 1.0399 Epoch 7/7... Discriminator Loss: 1.5957 ... Generator Loss: 1.2743 Epoch 7/7... Discriminator Loss: 1.0888 ... Generator Loss: 1.0147 Epoch 7/7... Discriminator Loss: 1.0433 ... Generator Loss: 1.5893 Epoch 7/7... Discriminator Loss: 1.1041 ... Generator Loss: 0.8480 Epoch 7/7... Discriminator Loss: 1.0474 ... Generator Loss: 1.0328
Epoch 7/7... Discriminator Loss: 1.1509 ... Generator Loss: 0.6415 Epoch 7/7... Discriminator Loss: 1.1979 ... Generator Loss: 1.2153 Epoch 7/7... Discriminator Loss: 1.4715 ... Generator Loss: 1.3040 Epoch 7/7... Discriminator Loss: 1.1264 ... Generator Loss: 1.0433 Epoch 7/7... Discriminator Loss: 1.1445 ... Generator Loss: 0.9876 Epoch 7/7... Discriminator Loss: 1.3617 ... Generator Loss: 0.6339 Epoch 7/7... Discriminator Loss: 1.1996 ... Generator Loss: 0.8092 Epoch 7/7... Discriminator Loss: 1.2119 ... Generator Loss: 0.6681 Epoch 7/7... Discriminator Loss: 1.3895 ... Generator Loss: 0.5016 Epoch 7/7... Discriminator Loss: 1.3848 ... Generator Loss: 1.2103
Epoch 7/7... Discriminator Loss: 1.3868 ... Generator Loss: 0.5468 Epoch 7/7... Discriminator Loss: 1.2037 ... Generator Loss: 0.7077 Epoch 7/7... Discriminator Loss: 1.1442 ... Generator Loss: 0.6979 Epoch 7/7... Discriminator Loss: 1.3388 ... Generator Loss: 0.6054 Epoch 7/7... Discriminator Loss: 1.2996 ... Generator Loss: 0.5790 Epoch 7/7... Discriminator Loss: 1.2327 ... Generator Loss: 0.6473 Epoch 7/7... Discriminator Loss: 1.1827 ... Generator Loss: 0.6430 Epoch 7/7... Discriminator Loss: 1.0974 ... Generator Loss: 1.0305 Epoch 7/7... Discriminator Loss: 1.1073 ... Generator Loss: 0.7653 Epoch 7/7... Discriminator Loss: 1.1772 ... Generator Loss: 0.9944
Epoch 7/7... Discriminator Loss: 1.0895 ... Generator Loss: 0.7071 Epoch 7/7... Discriminator Loss: 1.2386 ... Generator Loss: 1.0189 Epoch 7/7... Discriminator Loss: 1.2407 ... Generator Loss: 0.6678 Epoch 7/7... Discriminator Loss: 1.0501 ... Generator Loss: 0.8631 Epoch 7/7... Discriminator Loss: 1.2500 ... Generator Loss: 0.6948 Epoch 7/7... Discriminator Loss: 1.1834 ... Generator Loss: 0.7419 Epoch 7/7... Discriminator Loss: 1.2732 ... Generator Loss: 0.6753 Epoch 7/7... Discriminator Loss: 1.0948 ... Generator Loss: 1.0237 Epoch 7/7... Discriminator Loss: 1.1043 ... Generator Loss: 0.8637 Epoch 7/7... Discriminator Loss: 1.1941 ... Generator Loss: 0.7861
Epoch 7/7... Discriminator Loss: 1.1309 ... Generator Loss: 0.8563 Epoch 7/7... Discriminator Loss: 1.3852 ... Generator Loss: 0.5517 Epoch 7/7... Discriminator Loss: 1.3888 ... Generator Loss: 1.0650 Epoch 7/7... Discriminator Loss: 1.1437 ... Generator Loss: 1.1811 Epoch 7/7... Discriminator Loss: 1.1384 ... Generator Loss: 0.6105 Epoch 7/7... Discriminator Loss: 1.2364 ... Generator Loss: 0.8348 Epoch 7/7... Discriminator Loss: 1.1213 ... Generator Loss: 0.7915 Epoch 7/7... Discriminator Loss: 1.1388 ... Generator Loss: 0.8440 Epoch 7/7... Discriminator Loss: 1.0262 ... Generator Loss: 0.8063 Epoch 7/7... Discriminator Loss: 1.0579 ... Generator Loss: 0.8387
Epoch 7/7... Discriminator Loss: 1.0341 ... Generator Loss: 1.0844 Epoch 7/7... Discriminator Loss: 1.2382 ... Generator Loss: 0.5488 Epoch 7/7... Discriminator Loss: 1.3556 ... Generator Loss: 1.1229 Epoch 7/7... Discriminator Loss: 1.1150 ... Generator Loss: 0.9135 Epoch 7/7... Discriminator Loss: 1.3582 ... Generator Loss: 1.3422 Epoch 7/7... Discriminator Loss: 1.1810 ... Generator Loss: 0.9162 Epoch 7/7... Discriminator Loss: 1.0604 ... Generator Loss: 1.0101 Epoch 7/7... Discriminator Loss: 1.2736 ... Generator Loss: 0.6327 Epoch 7/7... Discriminator Loss: 1.0862 ... Generator Loss: 0.8362 Epoch 7/7... Discriminator Loss: 1.1387 ... Generator Loss: 0.7767
Epoch 7/7... Discriminator Loss: 1.2240 ... Generator Loss: 0.6951 Epoch 7/7... Discriminator Loss: 1.1434 ... Generator Loss: 0.7180 Epoch 7/7... Discriminator Loss: 1.1444 ... Generator Loss: 0.8947 Epoch 7/7... Discriminator Loss: 1.1955 ... Generator Loss: 0.6218 Epoch 7/7... Discriminator Loss: 1.1532 ... Generator Loss: 0.8064 Epoch 7/7... Discriminator Loss: 1.2612 ... Generator Loss: 0.7051 Epoch 7/7... Discriminator Loss: 1.3011 ... Generator Loss: 0.5403 Epoch 7/7... Discriminator Loss: 1.0975 ... Generator Loss: 0.9472 Epoch 7/7... Discriminator Loss: 0.9557 ... Generator Loss: 0.9287 Epoch 7/7... Discriminator Loss: 1.0939 ... Generator Loss: 0.6405
Epoch 7/7... Discriminator Loss: 1.6998 ... Generator Loss: 0.3637 Epoch 7/7... Discriminator Loss: 1.2066 ... Generator Loss: 0.5909 Epoch 7/7... Discriminator Loss: 1.1210 ... Generator Loss: 0.7908 Epoch 7/7... Discriminator Loss: 1.0352 ... Generator Loss: 1.0106 Epoch 7/7... Discriminator Loss: 1.0525 ... Generator Loss: 1.0017 Epoch 7/7... Discriminator Loss: 1.1705 ... Generator Loss: 0.6766 Epoch 7/7... Discriminator Loss: 1.1262 ... Generator Loss: 0.9716 Epoch 7/7... Discriminator Loss: 1.3009 ... Generator Loss: 0.6690 Epoch 7/7... Discriminator Loss: 1.1040 ... Generator Loss: 1.0327 Epoch 7/7... Discriminator Loss: 1.0948 ... Generator Loss: 0.8209
Epoch 7/7... Discriminator Loss: 1.2434 ... Generator Loss: 0.5900 Epoch 7/7... Discriminator Loss: 1.2677 ... Generator Loss: 0.6481 Epoch 7/7... Discriminator Loss: 1.1607 ... Generator Loss: 1.0626 Epoch 7/7... Discriminator Loss: 1.2119 ... Generator Loss: 0.5913 Epoch 7/7... Discriminator Loss: 1.3398 ... Generator Loss: 0.5773 Epoch 7/7... Discriminator Loss: 1.2602 ... Generator Loss: 1.5097 Epoch 7/7... Discriminator Loss: 1.0681 ... Generator Loss: 0.6685 Epoch 7/7... Discriminator Loss: 1.3495 ... Generator Loss: 0.8492 Epoch 7/7... Discriminator Loss: 1.1464 ... Generator Loss: 1.0369 Epoch 7/7... Discriminator Loss: 1.1727 ... Generator Loss: 0.9040
Epoch 7/7... Discriminator Loss: 1.1342 ... Generator Loss: 0.8870 Epoch 7/7... Discriminator Loss: 1.2106 ... Generator Loss: 0.6785 Epoch 7/7... Discriminator Loss: 1.2924 ... Generator Loss: 0.5208 Epoch 7/7... Discriminator Loss: 1.0872 ... Generator Loss: 0.9212 Epoch 7/7... Discriminator Loss: 1.2214 ... Generator Loss: 1.1233 Epoch 7/7... Discriminator Loss: 1.2036 ... Generator Loss: 0.9385 Epoch 7/7... Discriminator Loss: 1.2457 ... Generator Loss: 0.7362 Epoch 7/7... Discriminator Loss: 1.2848 ... Generator Loss: 0.7895 Epoch 7/7... Discriminator Loss: 1.1009 ... Generator Loss: 0.8141 Epoch 7/7... Discriminator Loss: 1.1765 ... Generator Loss: 1.0671
Epoch 7/7... Discriminator Loss: 1.0697 ... Generator Loss: 0.9580 Epoch 7/7... Discriminator Loss: 1.1351 ... Generator Loss: 0.8266 Epoch 7/7... Discriminator Loss: 1.0983 ... Generator Loss: 1.1374 Epoch 7/7... Discriminator Loss: 1.1420 ... Generator Loss: 0.6373 Epoch 7/7... Discriminator Loss: 1.1245 ... Generator Loss: 0.6906 Epoch 7/7... Discriminator Loss: 1.0554 ... Generator Loss: 0.8273 Epoch 7/7... Discriminator Loss: 1.1669 ... Generator Loss: 0.7206 Epoch 7/7... Discriminator Loss: 1.0924 ... Generator Loss: 0.7687 Epoch 7/7... Discriminator Loss: 1.2012 ... Generator Loss: 1.4865 Epoch 7/7... Discriminator Loss: 1.2104 ... Generator Loss: 1.1117
Epoch 7/7... Discriminator Loss: 0.9728 ... Generator Loss: 0.9139 Epoch 7/7... Discriminator Loss: 1.3753 ... Generator Loss: 0.4522 Epoch 7/7... Discriminator Loss: 1.1249 ... Generator Loss: 0.7938 Epoch 7/7... Discriminator Loss: 1.3071 ... Generator Loss: 1.2647 Epoch 7/7... Discriminator Loss: 1.5499 ... Generator Loss: 0.4620 Epoch 7/7... Discriminator Loss: 1.1214 ... Generator Loss: 0.7400 Epoch 7/7... Discriminator Loss: 1.0679 ... Generator Loss: 0.7909 Epoch 7/7... Discriminator Loss: 1.0349 ... Generator Loss: 1.0971 Epoch 7/7... Discriminator Loss: 1.2508 ... Generator Loss: 0.5835 Epoch 7/7... Discriminator Loss: 1.1028 ... Generator Loss: 0.8179
Epoch 7/7... Discriminator Loss: 1.2216 ... Generator Loss: 0.8207 Epoch 7/7... Discriminator Loss: 1.1076 ... Generator Loss: 0.9954 Epoch 7/7... Discriminator Loss: 1.1462 ... Generator Loss: 0.8755 Epoch 7/7... Discriminator Loss: 1.1473 ... Generator Loss: 0.6042 Epoch 7/7... Discriminator Loss: 1.1615 ... Generator Loss: 1.2153 Epoch 7/7... Discriminator Loss: 0.9884 ... Generator Loss: 1.1266 Epoch 7/7... Discriminator Loss: 1.2297 ... Generator Loss: 0.5978 Epoch 7/7... Discriminator Loss: 1.2532 ... Generator Loss: 0.5619 Epoch 7/7... Discriminator Loss: 1.3198 ... Generator Loss: 0.5551 Epoch 7/7... Discriminator Loss: 1.3017 ... Generator Loss: 0.9360
Epoch 7/7... Discriminator Loss: 1.3491 ... Generator Loss: 1.2592 Epoch 7/7... Discriminator Loss: 1.0855 ... Generator Loss: 1.1924 Epoch 7/7... Discriminator Loss: 1.1571 ... Generator Loss: 0.8040 Epoch 7/7... Discriminator Loss: 1.2983 ... Generator Loss: 1.0580 Epoch 7/7... Discriminator Loss: 1.1375 ... Generator Loss: 0.7360 Epoch 7/7... Discriminator Loss: 0.8996 ... Generator Loss: 0.8523 Epoch 7/7... Discriminator Loss: 1.2541 ... Generator Loss: 0.6780 Epoch 7/7... Discriminator Loss: 1.2594 ... Generator Loss: 1.0919 Epoch 7/7... Discriminator Loss: 1.1732 ... Generator Loss: 0.8725 Epoch 7/7... Discriminator Loss: 1.0610 ... Generator Loss: 0.6810
Epoch 7/7... Discriminator Loss: 1.4589 ... Generator Loss: 0.4452 Epoch 7/7... Discriminator Loss: 1.3294 ... Generator Loss: 0.9452 Epoch 7/7... Discriminator Loss: 1.2328 ... Generator Loss: 1.0574 Epoch 7/7... Discriminator Loss: 1.4116 ... Generator Loss: 0.4633 Epoch 7/7... Discriminator Loss: 1.3469 ... Generator Loss: 0.9790 Epoch 7/7... Discriminator Loss: 1.1987 ... Generator Loss: 0.8376 Epoch 7/7... Discriminator Loss: 1.1142 ... Generator Loss: 0.7760 Epoch 7/7... Discriminator Loss: 1.2631 ... Generator Loss: 0.9529 Epoch 7/7... Discriminator Loss: 1.1951 ... Generator Loss: 0.8145 Epoch 7/7... Discriminator Loss: 1.1603 ... Generator Loss: 0.9064
Epoch 7/7... Discriminator Loss: 1.1409 ... Generator Loss: 0.7427 Epoch 7/7... Discriminator Loss: 1.1904 ... Generator Loss: 1.1826 Epoch 7/7... Discriminator Loss: 1.2649 ... Generator Loss: 0.7421 Epoch 7/7... Discriminator Loss: 1.1187 ... Generator Loss: 0.9224 Epoch 7/7... Discriminator Loss: 1.1911 ... Generator Loss: 0.8570 Epoch 7/7... Discriminator Loss: 1.1031 ... Generator Loss: 0.8598 Epoch 7/7... Discriminator Loss: 1.0740 ... Generator Loss: 0.8549 Epoch 7/7... Discriminator Loss: 1.1724 ... Generator Loss: 0.9375 Epoch 7/7... Discriminator Loss: 1.0590 ... Generator Loss: 1.0068 Epoch 7/7... Discriminator Loss: 1.2175 ... Generator Loss: 1.0924
Epoch 7/7... Discriminator Loss: 1.1342 ... Generator Loss: 1.0035 Epoch 7/7... Discriminator Loss: 1.0242 ... Generator Loss: 1.0992 Epoch 7/7... Discriminator Loss: 1.2435 ... Generator Loss: 0.5750 Epoch 7/7... Discriminator Loss: 1.3098 ... Generator Loss: 0.5847 Epoch 7/7... Discriminator Loss: 1.0116 ... Generator Loss: 0.8985 Epoch 7/7... Discriminator Loss: 1.1351 ... Generator Loss: 1.1961 Epoch 7/7... Discriminator Loss: 1.2895 ... Generator Loss: 0.9843 Epoch 7/7... Discriminator Loss: 1.1974 ... Generator Loss: 0.6715 Epoch 7/7... Discriminator Loss: 1.3989 ... Generator Loss: 0.9178 Epoch 7/7... Discriminator Loss: 1.2092 ... Generator Loss: 0.7738
Epoch 7/7... Discriminator Loss: 0.9638 ... Generator Loss: 1.1422 Epoch 7/7... Discriminator Loss: 1.2666 ... Generator Loss: 0.7590 Epoch 7/7... Discriminator Loss: 1.0359 ... Generator Loss: 1.4228 Epoch 7/7... Discriminator Loss: 1.2872 ... Generator Loss: 0.6548 Epoch 7/7... Discriminator Loss: 1.1648 ... Generator Loss: 0.8386 Epoch 7/7... Discriminator Loss: 1.3605 ... Generator Loss: 0.4903 Epoch 7/7... Discriminator Loss: 1.2745 ... Generator Loss: 1.3720 Epoch 7/7... Discriminator Loss: 1.1733 ... Generator Loss: 1.3717 Epoch 7/7... Discriminator Loss: 1.0834 ... Generator Loss: 1.0185 Epoch 7/7... Discriminator Loss: 1.2011 ... Generator Loss: 0.5790
Epoch 7/7... Discriminator Loss: 1.1506 ... Generator Loss: 0.8670 Epoch 7/7... Discriminator Loss: 1.0506 ... Generator Loss: 1.2984 Epoch 7/7... Discriminator Loss: 1.1983 ... Generator Loss: 0.6812 Epoch 7/7... Discriminator Loss: 1.3384 ... Generator Loss: 0.9603 Epoch 7/7... Discriminator Loss: 1.0943 ... Generator Loss: 0.8376 Epoch 7/7... Discriminator Loss: 0.9036 ... Generator Loss: 1.0235 Epoch 7/7... Discriminator Loss: 1.1637 ... Generator Loss: 0.6316 Epoch 7/7... Discriminator Loss: 1.1992 ... Generator Loss: 1.2150 Epoch 7/7... Discriminator Loss: 1.1957 ... Generator Loss: 1.1978 Epoch 7/7... Discriminator Loss: 1.1131 ... Generator Loss: 1.1034
Epoch 7/7... Discriminator Loss: 0.9567 ... Generator Loss: 0.8608 Epoch 7/7... Discriminator Loss: 1.2029 ... Generator Loss: 0.8132 Epoch 7/7... Discriminator Loss: 0.9837 ... Generator Loss: 0.9805 Epoch 7/7... Discriminator Loss: 1.0435 ... Generator Loss: 1.2455 Epoch 7/7... Discriminator Loss: 1.1954 ... Generator Loss: 1.0207 Epoch 7/7... Discriminator Loss: 1.1671 ... Generator Loss: 0.6480 Epoch 7/7... Discriminator Loss: 1.0271 ... Generator Loss: 0.9167 Epoch 7/7... Discriminator Loss: 1.2858 ... Generator Loss: 0.5329 Epoch 7/7... Discriminator Loss: 1.1453 ... Generator Loss: 0.7691 Epoch 7/7... Discriminator Loss: 1.2720 ... Generator Loss: 0.5573
Epoch 7/7... Discriminator Loss: 1.0415 ... Generator Loss: 1.0399 Epoch 7/7... Discriminator Loss: 0.9492 ... Generator Loss: 1.3416 Epoch 7/7... Discriminator Loss: 1.2603 ... Generator Loss: 0.9326 Epoch 7/7... Discriminator Loss: 1.1990 ... Generator Loss: 0.6016 Epoch 7/7... Discriminator Loss: 1.0324 ... Generator Loss: 0.7571 Epoch 7/7... Discriminator Loss: 1.1974 ... Generator Loss: 0.7554 Epoch 7/7... Discriminator Loss: 1.1865 ... Generator Loss: 0.6774 Epoch 7/7... Discriminator Loss: 1.0274 ... Generator Loss: 1.1118 Epoch 7/7... Discriminator Loss: 1.2085 ... Generator Loss: 0.5848 Epoch 7/7... Discriminator Loss: 1.2046 ... Generator Loss: 0.6163
Epoch 7/7... Discriminator Loss: 1.1223 ... Generator Loss: 1.5847 Epoch 7/7... Discriminator Loss: 1.0712 ... Generator Loss: 0.8752 Epoch 7/7... Discriminator Loss: 1.3253 ... Generator Loss: 0.5507 Epoch 7/7... Discriminator Loss: 1.1562 ... Generator Loss: 1.0108 Epoch 7/7... Discriminator Loss: 1.1256 ... Generator Loss: 1.2103 Epoch 7/7... Discriminator Loss: 1.3578 ... Generator Loss: 0.5086 Epoch 7/7... Discriminator Loss: 1.0865 ... Generator Loss: 0.8668 Epoch 7/7... Discriminator Loss: 1.2084 ... Generator Loss: 0.6220 Epoch 7/7... Discriminator Loss: 1.1674 ... Generator Loss: 1.2658 Epoch 7/7... Discriminator Loss: 1.0403 ... Generator Loss: 0.9940
Epoch 7/7... Discriminator Loss: 1.1891 ... Generator Loss: 1.0052 Epoch 7/7... Discriminator Loss: 1.1337 ... Generator Loss: 0.7709 Epoch 7/7... Discriminator Loss: 1.3073 ... Generator Loss: 1.2391 Epoch 7/7... Discriminator Loss: 1.2177 ... Generator Loss: 0.9106 Epoch 7/7... Discriminator Loss: 1.1477 ... Generator Loss: 0.9078 Epoch 7/7... Discriminator Loss: 1.3810 ... Generator Loss: 0.4442 Epoch 7/7... Discriminator Loss: 1.1180 ... Generator Loss: 0.8541 Epoch 7/7... Discriminator Loss: 1.0877 ... Generator Loss: 0.9397 Epoch 7/7... Discriminator Loss: 1.1279 ... Generator Loss: 0.8858 Epoch 7/7... Discriminator Loss: 1.1008 ... Generator Loss: 0.9836
Epoch 7/7... Discriminator Loss: 1.1561 ... Generator Loss: 0.6448 Epoch 7/7... Discriminator Loss: 1.1216 ... Generator Loss: 0.8547 Epoch 7/7... Discriminator Loss: 1.1132 ... Generator Loss: 1.2161
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.